{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# データ読み込み"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "import numpy as np\n",
    "import pandas as pd\n",
    "train = pd.read_csv('/home/tidal/ML_Data/Tweet_Sentiment_Extraction/train.csv')\n",
    "test = pd.read_csv('/home/tidal/ML_Data/Tweet_Sentiment_Extraction/test.csv')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>textID</th>\n",
       "      <th>text</th>\n",
       "      <th>selected_text</th>\n",
       "      <th>sentiment</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>a3d0a7d5ad</td>\n",
       "      <td>Spent the entire morning in a meeting w/ a ven...</td>\n",
       "      <td>my boss was not happy w/ them. Lots of fun.</td>\n",
       "      <td>neutral</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>251b6a6766</td>\n",
       "      <td>Oh! Good idea about putting them on ice cream</td>\n",
       "      <td>Good</td>\n",
       "      <td>positive</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>c9e8d1ef1c</td>\n",
       "      <td>says good (or should i say bad?) afternoon!  h...</td>\n",
       "      <td>says good (or should i say bad?) afternoon!</td>\n",
       "      <td>neutral</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>f14f087215</td>\n",
       "      <td>i dont think you can vote anymore! i tried</td>\n",
       "      <td>i dont think you can vote anymore!</td>\n",
       "      <td>negative</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>bf7473b12d</td>\n",
       "      <td>haha better drunken tweeting you mean?</td>\n",
       "      <td>better</td>\n",
       "      <td>positive</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "       textID                                               text  \\\n",
       "0  a3d0a7d5ad  Spent the entire morning in a meeting w/ a ven...   \n",
       "1  251b6a6766      Oh! Good idea about putting them on ice cream   \n",
       "2  c9e8d1ef1c  says good (or should i say bad?) afternoon!  h...   \n",
       "3  f14f087215         i dont think you can vote anymore! i tried   \n",
       "4  bf7473b12d             haha better drunken tweeting you mean?   \n",
       "\n",
       "                                 selected_text sentiment  \n",
       "0  my boss was not happy w/ them. Lots of fun.   neutral  \n",
       "1                                         Good  positive  \n",
       "2  says good (or should i say bad?) afternoon!   neutral  \n",
       "3           i dont think you can vote anymore!  negative  \n",
       "4                                       better  positive  "
      ]
     },
     "execution_count": 2,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "train.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>textID</th>\n",
       "      <th>text</th>\n",
       "      <th>sentiment</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>11aa4945ff</td>\n",
       "      <td>http://twitpic.com/67swx - i wish i was calli...</td>\n",
       "      <td>positive</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>fd1db57dc0</td>\n",
       "      <td>i'm done.haha. HOUSE MD marathon ulet</td>\n",
       "      <td>positive</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>2524332d66</td>\n",
       "      <td>I'm concerned for that family</td>\n",
       "      <td>positive</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>0fb19285b2</td>\n",
       "      <td>HEY GUYS IT'S WORKING NO NEED TO WORRY. i have...</td>\n",
       "      <td>positive</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>e6c9e5e3ab</td>\n",
       "      <td>26th February</td>\n",
       "      <td>neutral</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "       textID                                               text sentiment\n",
       "0  11aa4945ff   http://twitpic.com/67swx - i wish i was calli...  positive\n",
       "1  fd1db57dc0              i'm done.haha. HOUSE MD marathon ulet  positive\n",
       "2  2524332d66                      I'm concerned for that family  positive\n",
       "3  0fb19285b2  HEY GUYS IT'S WORKING NO NEED TO WORRY. i have...  positive\n",
       "4  e6c9e5e3ab                                      26th February   neutral"
      ]
     },
     "execution_count": 3,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "test.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "(27486, 4)\n",
      "(3535, 3)\n"
     ]
    }
   ],
   "source": [
    "print(train.shape)\n",
    "print(test.shape)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "<class 'pandas.core.frame.DataFrame'>\n",
      "RangeIndex: 27486 entries, 0 to 27485\n",
      "Data columns (total 4 columns):\n",
      " #   Column         Non-Null Count  Dtype \n",
      "---  ------         --------------  ----- \n",
      " 0   textID         27486 non-null  object\n",
      " 1   text           27485 non-null  object\n",
      " 2   selected_text  27485 non-null  object\n",
      " 3   sentiment      27486 non-null  object\n",
      "dtypes: object(4)\n",
      "memory usage: 859.1+ KB\n"
     ]
    }
   ],
   "source": [
    "train.info()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [],
   "source": [
    "train_np = train.values\n",
    "test_np = test.values"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "class:  ndarray\n",
      "shape:  (27486, 4)\n",
      "strides:  (8, 219888)\n",
      "itemsize:  8\n",
      "aligned:  True\n",
      "contiguous:  False\n",
      "fortran:  True\n",
      "data pointer: 0x7fa9b4406010\n",
      "byteorder:  little\n",
      "byteswap:  False\n",
      "type: object\n",
      "None\n",
      "class:  ndarray\n",
      "shape:  (3535, 3)\n",
      "strides:  (8, 28280)\n",
      "itemsize:  8\n",
      "aligned:  True\n",
      "contiguous:  False\n",
      "fortran:  True\n",
      "data pointer: 0x555a506b7cf0\n",
      "byteorder:  little\n",
      "byteswap:  False\n",
      "type: object\n",
      "None\n",
      "(27486, 4)\n",
      "(3535, 3)\n"
     ]
    }
   ],
   "source": [
    "print(np.info(train_np))\n",
    "print(np.info(test_np))\n",
    "print(train_np.shape)\n",
    "print(test_np.shape)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>textID</th>\n",
       "      <th>text</th>\n",
       "      <th>selected_text</th>\n",
       "      <th>sentiment</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>13133</th>\n",
       "      <td>fdb77c3752</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>neutral</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "           textID text selected_text sentiment\n",
       "13133  fdb77c3752  NaN           NaN   neutral"
      ]
     },
     "execution_count": 8,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "train[train[\"text\"].isna()]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>textID</th>\n",
       "      <th>text</th>\n",
       "      <th>sentiment</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "Empty DataFrame\n",
       "Columns: [textID, text, sentiment]\n",
       "Index: []"
      ]
     },
     "execution_count": 9,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "test[test[\"text\"].isna()]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(27485, 4)"
      ]
     },
     "execution_count": 11,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "train.shape"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Because train.text contains NaN\n",
    "# https://www.kaggle.com/c/tweet-sentiment-extraction/discussion/138213\n",
    "train.dropna(subset=['text'], inplace=True)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# ステミング、lemmatization"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "metadata": {},
   "outputs": [],
   "source": [
    "from nltk.stem import WordNetLemmatizer\n",
    "lemmatizer = WordNetLemmatizer() "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "[nltk_data] Downloading package wordnet to /home/tidal/nltk_data...\n",
      "[nltk_data]   Unzipping corpora/wordnet.zip.\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "True"
      ]
     },
     "execution_count": 14,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "import nltk\n",
    "nltk.download('wordnet')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 35,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "'bad?)'"
      ]
     },
     "execution_count": 35,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "lemmatizer.lemmatize(\"bad?)\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "metadata": {},
   "outputs": [],
   "source": [
    "stemmer = nltk.PorterStemmer()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 36,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "'anymore!\\t'"
      ]
     },
     "execution_count": 36,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "stemmer.stem(\"anymore!\t\")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# bag of words"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [],
   "source": [
    "# stop words、stemming, lemmatizationは未使用。lowercaseのみ。\n",
    "from sklearn.feature_extraction.text import CountVectorizer\n",
    "vectorizer = CountVectorizer()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 39,
   "metadata": {},
   "outputs": [],
   "source": [
    "corpus = [\n",
    "'This is the first document.',\n",
    "'This document is the second document.',\n",
    "'And this is the third one.',\n",
    "'Is this the first document?'\n",
    "]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 64,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "class:  ndarray\n",
      "shape:  (4,)\n",
      "strides:  (148,)\n",
      "itemsize:  148\n",
      "aligned:  True\n",
      "contiguous:  True\n",
      "fortran:  True\n",
      "data pointer: 0x563a6ef32e10\n",
      "byteorder:  little\n",
      "byteswap:  False\n",
      "type: <U37\n"
     ]
    }
   ],
   "source": [
    "corpus_np = np.array(corpus)\n",
    "np.info(corpus_np)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 91,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "  (0, 8)\t1\n",
      "  (0, 3)\t1\n",
      "  (0, 6)\t1\n",
      "  (0, 2)\t1\n",
      "  (0, 1)\t1\n",
      "  (1, 8)\t1\n",
      "  (1, 3)\t1\n",
      "  (1, 6)\t1\n",
      "  (1, 1)\t2\n",
      "  (1, 5)\t1\n",
      "  (2, 8)\t1\n",
      "  (2, 3)\t1\n",
      "  (2, 6)\t1\n",
      "  (2, 0)\t1\n",
      "  (2, 7)\t1\n",
      "  (2, 4)\t1\n",
      "  (3, 8)\t1\n",
      "  (3, 3)\t1\n",
      "  (3, 6)\t1\n",
      "  (3, 2)\t1\n",
      "  (3, 1)\t1\n"
     ]
    }
   ],
   "source": [
    "X = vectorizer.fit_transform(corpus_np)\n",
    "print(X)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 92,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "['and', 'document', 'first', 'is', 'one', 'second', 'the', 'third', 'this']\n"
     ]
    }
   ],
   "source": [
    "print(vectorizer.get_feature_names())"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 93,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Compressed Sparse Row matrix\n",
      "\n",
      "This can be instantiated in several ways:\n",
      "    csr_matrix(D)\n",
      "        with a dense matrix or rank-2 ndarray D\n",
      "\n",
      "    csr_matrix(S)\n",
      "        with another sparse matrix S (equivalent to S.tocsr())\n",
      "\n",
      "    csr_matrix((M, N), [dtype])\n",
      "        to construct an empty matrix with shape (M, N)\n",
      "        dtype is optional, defaulting to dtype='d'.\n",
      "\n",
      "    csr_matrix((data, (row_ind, col_ind)), [shape=(M, N)])\n",
      "        where ``data``, ``row_ind`` and ``col_ind`` satisfy the\n",
      "        relationship ``a[row_ind[k], col_ind[k]] = data[k]``.\n",
      "\n",
      "    csr_matrix((data, indices, indptr), [shape=(M, N)])\n",
      "        is the standard CSR representation where the column indices for\n",
      "        row i are stored in ``indices[indptr[i]:indptr[i+1]]`` and their\n",
      "        corresponding values are stored in ``data[indptr[i]:indptr[i+1]]``.\n",
      "        If the shape parameter is not supplied, the matrix dimensions\n",
      "        are inferred from the index arrays.\n",
      "\n",
      "Attributes\n",
      "----------\n",
      "dtype : dtype\n",
      "    Data type of the matrix\n",
      "shape : 2-tuple\n",
      "    Shape of the matrix\n",
      "ndim : int\n",
      "    Number of dimensions (this is always 2)\n",
      "nnz\n",
      "    Number of stored values, including explicit zeros\n",
      "data\n",
      "    CSR format data array of the matrix\n",
      "indices\n",
      "    CSR format index array of the matrix\n",
      "indptr\n",
      "    CSR format index pointer array of the matrix\n",
      "has_sorted_indices\n",
      "    Whether indices are sorted\n",
      "\n",
      "Notes\n",
      "-----\n",
      "\n",
      "Sparse matrices can be used in arithmetic operations: they support\n",
      "addition, subtraction, multiplication, division, and matrix power.\n",
      "\n",
      "Advantages of the CSR format\n",
      "  - efficient arithmetic operations CSR + CSR, CSR * CSR, etc.\n",
      "  - efficient row slicing\n",
      "  - fast matrix vector products\n",
      "\n",
      "Disadvantages of the CSR format\n",
      "  - slow column slicing operations (consider CSC)\n",
      "  - changes to the sparsity structure are expensive (consider LIL or DOK)\n",
      "\n",
      "Examples\n",
      "--------\n",
      "\n",
      ">>> import numpy as np\n",
      ">>> from scipy.sparse import csr_matrix\n",
      ">>> csr_matrix((3, 4), dtype=np.int8).toarray()\n",
      "array([[0, 0, 0, 0],\n",
      "       [0, 0, 0, 0],\n",
      "       [0, 0, 0, 0]], dtype=int8)\n",
      "\n",
      ">>> row = np.array([0, 0, 1, 2, 2, 2])\n",
      ">>> col = np.array([0, 2, 2, 0, 1, 2])\n",
      ">>> data = np.array([1, 2, 3, 4, 5, 6])\n",
      ">>> csr_matrix((data, (row, col)), shape=(3, 3)).toarray()\n",
      "array([[1, 0, 2],\n",
      "       [0, 0, 3],\n",
      "       [4, 5, 6]])\n",
      "\n",
      ">>> indptr = np.array([0, 2, 3, 6])\n",
      ">>> indices = np.array([0, 2, 2, 0, 1, 2])\n",
      ">>> data = np.array([1, 2, 3, 4, 5, 6])\n",
      ">>> csr_matrix((data, indices, indptr), shape=(3, 3)).toarray()\n",
      "array([[1, 0, 2],\n",
      "       [0, 0, 3],\n",
      "       [4, 5, 6]])\n",
      "\n",
      "As an example of how to construct a CSR matrix incrementally,\n",
      "the following snippet builds a term-document matrix from texts:\n",
      "\n",
      ">>> docs = [[\"hello\", \"world\", \"hello\"], [\"goodbye\", \"cruel\", \"world\"]]\n",
      ">>> indptr = [0]\n",
      ">>> indices = []\n",
      ">>> data = []\n",
      ">>> vocabulary = {}\n",
      ">>> for d in docs:\n",
      "...     for term in d:\n",
      "...         index = vocabulary.setdefault(term, len(vocabulary))\n",
      "...         indices.append(index)\n",
      "...         data.append(1)\n",
      "...     indptr.append(len(indices))\n",
      "...\n",
      ">>> csr_matrix((data, indices, indptr), dtype=int).toarray()\n",
      "array([[2, 1, 0, 0],\n",
      "       [0, 1, 1, 1]])\n",
      "None\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "(4, 9)"
      ]
     },
     "execution_count": 93,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "print(np.info(X))\n",
    "X.shape"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 94,
   "metadata": {},
   "outputs": [],
   "source": [
    "X_np = X.toarray()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 95,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "class:  ndarray\n",
      "shape:  (4, 9)\n",
      "strides:  (72, 8)\n",
      "itemsize:  8\n",
      "aligned:  True\n",
      "contiguous:  True\n",
      "fortran:  False\n",
      "data pointer: 0x563a6d794790\n",
      "byteorder:  little\n",
      "byteswap:  False\n",
      "type: int64\n",
      "None\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "(4, 9)"
      ]
     },
     "execution_count": 95,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "print(np.info(X_np))\n",
    "X_np.shape"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 96,
   "metadata": {},
   "outputs": [],
   "source": [
    "X_pd = pd.DataFrame(X_np)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 97,
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "   0  1  2  3  4  5  6  7  8\n",
       "0  0  1  1  1  0  0  1  0  1\n",
       "1  0  2  0  1  0  1  1  0  1\n",
       "2  1  0  0  1  1  0  1  1  1\n",
       "3  0  1  1  1  0  0  1  0  1"
      ]
     },
     "execution_count": 97,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "X_pd.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
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       "\n",
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       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
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       "      <th>0</th>\n",
       "      <td>Spent the entire morning in a meeting w/ a ven...</td>\n",
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       "      <th>1</th>\n",
       "      <td>Oh! Good idea about putting them on ice cream</td>\n",
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       "      <th>2</th>\n",
       "      <td>says good (or should i say bad?) afternoon!  h...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>i dont think you can vote anymore! i tried</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>haha better drunken tweeting you mean?</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>27481</th>\n",
       "      <td>I want to go to VP, but no one is willing to c...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>27482</th>\n",
       "      <td>Wah, why are you sad?</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>27483</th>\n",
       "      <td>playing sudoku while mommy makes me breakfast ...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>27484</th>\n",
       "      <td>see u bye see u!  i love the hot30</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>27485</th>\n",
       "      <td>ha ha, and what game is that? i like games</td>\n",
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       "  </tbody>\n",
       "</table>\n",
       "<p>27485 rows × 1 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "                                                    text\n",
       "0      Spent the entire morning in a meeting w/ a ven...\n",
       "1          Oh! Good idea about putting them on ice cream\n",
       "2      says good (or should i say bad?) afternoon!  h...\n",
       "3             i dont think you can vote anymore! i tried\n",
       "4                 haha better drunken tweeting you mean?\n",
       "...                                                  ...\n",
       "27481  I want to go to VP, but no one is willing to c...\n",
       "27482                              Wah, why are you sad?\n",
       "27483  playing sudoku while mommy makes me breakfast ...\n",
       "27484                 see u bye see u!  i love the hot30\n",
       "27485         ha ha, and what game is that? i like games\n",
       "\n",
       "[27485 rows x 1 columns]"
      ]
     },
     "execution_count": 13,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "train[[\"text\"]]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {},
   "outputs": [],
   "source": [
    "corpus_tr = []\n",
    "for txt in train[\"text\"]:\n",
    "    corpus_tr.append(txt)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "27485\n"
     ]
    }
   ],
   "source": [
    "print(len(corpus_tr))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "['Spent the entire morning in a meeting w/ a vendor, and my boss was not happy w/ them. Lots of fun.  I had other plans for my morning',\n",
       " ' Oh! Good idea about putting them on ice cream',\n",
       " 'says good (or should i say bad?) afternoon!  http://plurk.com/p/wxpdj',\n",
       " ' i dont think you can vote anymore! i tried',\n",
       " ' haha better drunken tweeting you mean?',\n",
       " 'headache  wanna see my Julie',\n",
       " 'had an awsome salad! I recommend getting the Spicey buffalo chicken salad!',\n",
       " ' fine! Going to do my big walk today 20 or so miles',\n",
       " ' Thank a yoou  how are you? #TwitterTakeover',\n",
       " \"Why don't adobe realise no one WANTS to pay for Photoshop et al so they should just give it to us for free\",\n",
       " 'PRD take a long time to review!',\n",
       " '_2008 Well, having to revise them!  Was to do some more gardening, now, I guess hoovering and some warcraft  Not played in a week !',\n",
       " ' Miss you my dear',\n",
       " 'Have just bought a TV tuner for my laptop.  He he.  I deserve a present',\n",
       " ' ya mine too but for very different reason',\n",
       " 'Today Dan bought me Bio Dome AND the Reality Bites Soundtrack! Needless to say he gets MAYJAH points!  Also, my tummy is not happy. Boo.',\n",
       " ' oo noo thats not good',\n",
       " 'misses her phone... having no service sucks',\n",
       " \"so i have like no more friends it's kinda sad\",\n",
       " 'i have perused the #fieldnotes website and it is good.  too bad i must return to work',\n",
       " ' ....welcome to public transport  X',\n",
       " 'Also I popped the phone open and got all that goddamn dust out, but I wore out a clip on the camera panel so I had to glue it shut',\n",
       " ' uh oh',\n",
       " '12:46AM. HAppy birthday little sister of mine. Also, good night Priscilla',\n",
       " ' aaawww  no worries fresh start to work on growing it out again',\n",
       " \" oh, /me still hasn't got around to starting it\",\n",
       " 'is sooo tired and too busy to tweet  im glad the weekend is here... yay 4 day-weekend',\n",
       " \"  what's going on ?\",\n",
       " \" I can't, I'm studying so I don't fail  Come over, I'll make u some tortellini or chicken or a chicken salad.\",\n",
       " 'Just watched &quot;Marley &amp; Me.&quot; Cute movie. Going to watch &quot;Twilight&quot; soon!  Love it!',\n",
       " \" not sure... there are fanciful expensive ones - but some basic ones are not expensive... Try the 24hr 'M' shopping place\",\n",
       " 'hello thereeeeeee',\n",
       " ' oh he is so cute... is he in uniteddogs.com? Poppy is there',\n",
       " 'has just joined the twitter community',\n",
       " \"i'm actually starting to quite like lily allen and her music, to be honest.\",\n",
       " ' what Brody how dare u',\n",
       " \"I feel useless I don't know what to do right now. I'm so bored\",\n",
       " \"I'm sooo HAPPY Demi's back on twitter!\",\n",
       " 'kate is leaving me all by my lonesome',\n",
       " 'I was rooting for Betty.',\n",
       " ' That would be most welcome',\n",
       " 'Why do weddings on TV make me cry? Is it just my inner desire to be eternally happy and start the rest of my life??',\n",
       " 'Is hungry with a sub',\n",
       " 'I lost a follower  oh well probably one of those mute ones anyway.',\n",
       " ' i see you there',\n",
       " ' saying goodbye to something familiar never becomes familiar',\n",
       " \"I can't comment directly to someone...... and I'm here all alone\",\n",
       " \" aw, that's cute\",\n",
       " \"Just got back in, and I'm absolutely exhausted, have to be up in 5 hours for work\",\n",
       " ' I saw them a few on this tour a few months ago in Boston. So good! Glad you finally got to see them',\n",
       " 'after 4 years of trying, my cat today figured out how to open the under-the-sink cupboard.  time for a target run to buy safety locks',\n",
       " 'Heading to the U of Utah hospital. Have a great day everyone',\n",
       " 'my dog ran awayyy',\n",
       " ' omggg, how were the &quot;crazy cobras&quot; i wantewd to see them when they were in London',\n",
       " 'Today seems like it should be a good day! Even though my fuel pump is going out on my car  *~xoxo~*',\n",
       " \"It's Raining!\",\n",
       " 'is missing someone.. haayy..  http://plurk.com/p/x2avn',\n",
       " \" S'ok, trying to plot alternatives as we speak *sigh*\",\n",
       " \"Hot ****, I'm at **** Disneyland!\",\n",
       " 'Just figured out why only strong guys are supposed to put heavy things on top shelves, ouch!',\n",
       " 'Im @ the dentist  ....scary people here...',\n",
       " 'waiting for my mom to get home',\n",
       " 'so most kids love my dark hair some say that I dye it too much and they never know what color its going to be  yea me hahahahaha',\n",
       " 'damm i feel like the song of dead and gone by Travis Garland',\n",
       " 'UGH... I am soooo drag assing today  but on a brighter note I got my G1 update &amp; it is the biznesssss!',\n",
       " 'Feels like im going to cough up a lung',\n",
       " ' actually, I wish I was back in Tahoe.  I miss it there.',\n",
       " \" sounds like you've had a nice weekend lady!\",\n",
       " ' See you on may 16!!',\n",
       " \"_hall no  i was gutted when he wasn't. lmao. i think i'm obsessed with him, bahaha.\",\n",
       " ' I want to know when the auditions are Mander! Text or...reply please!',\n",
       " \" I'll stop by for a bit when I'm off.  But have to rush to rehearsal - no quiet for me tonight.\",\n",
       " \"Whoa, I didn't mean to sleep for more than an hour\",\n",
       " \"In bed after a good last saturday in ec. I'm gonna miss this place but can't wait til summer\",\n",
       " ' Is the Bee to Busy to talk to his buddy on Yahoo?',\n",
       " 'I need followers!!!',\n",
       " 'Im on my way to brookings',\n",
       " '_44 Thanks!! It was a bit out of my comfort zone but it was fun',\n",
       " 'there are many jobs I aspire to, supervisor is not one of them  talk about too much stress for too little pay',\n",
       " 'is watching the canucks',\n",
       " ' Thats ok...ur a good person + My Idol soo good people deserve sum good comments..hows the weather ova der --London is cold',\n",
       " 'blerg, **** you Monday, why must you always come.  Decent weekend, new glasses, hair color and got carded at Gamestop = awesome ego boost',\n",
       " \"In children's hospital ER hoping Meredith does NOT have a broken elbow/arm\",\n",
       " 'gprof problem on Mac  why ??',\n",
       " \" Nice to see you tweeting!  It's Sunday 10th May and we're celebrating Mother's Day here today. So be nice to yer Mom\",\n",
       " ' Yay! You finally get to have a trip away from home again! How exciting! You 2 going to shop a bit ?',\n",
       " 'done with the fkn exam! n just bought the mothers day gift, finally... tada! the new prada fragrance  going to meet up mum n fam now : ...',\n",
       " \"just got home from a partyyyy. had a good time. can't wait for my birthday in 7 days!\",\n",
       " 'Goodnight Beautiful world  sweet dreams. olive juice!',\n",
       " '_Gamefan Thanks  I love &quot;Misery Business&quot;; Paramore is such a great band!',\n",
       " 'Yay for St Louis traffic',\n",
       " ' I have to pee.',\n",
       " '  hhahaa!    its well strange just woke up to an empty house ahah  lolllllyyyyyyyy&lt;3 love that dog',\n",
       " ' awesome! I am at 1505 west lake street: right across from the dunn brothers on lake',\n",
       " \" i got followed by one that says she doesn't talk to &quot;god people&quot;-i wonder if she talks to &quot;goddess people?&quot;\",\n",
       " ' http://twitpic.com/66r0u - uh wait...i thought this was the 29th...tonight',\n",
       " \"Will this rain ever go away, my puppy is getting cabin fever and she doesn't like going out in the rain\",\n",
       " 'Great meeting...lunch on the patio in the sunshine...nothing more perfect  busy day...time for bed, ahhhhh',\n",
       " '&quot;We did it we did it oh yea yea yea no eating here tonite woo eating here tonight no no no eating here tonite you on a diet&quot; finding nemo',\n",
       " \" hey adt, guess what. my princelple's number plate is adtï¿½000 well its not 000, i just dunno the numbers.\",\n",
       " 'Get into me not going. lol at least I didnt get my hopes up',\n",
       " ' u drink mor than all th #g1freaks put togetha!',\n",
       " \"FC is finally up again. it's about time. i hate that this keeps happening\",\n",
       " '1st day of work today was a bit tiring but ok lol now onto college work',\n",
       " ' Lmao dimples naww thats cute , ok ill try to remember first of winter is dimple day',\n",
       " 'does anybody want to throw a baseball around with me?',\n",
       " ' HAHAH you know you loved the hannah montana movie  it was aweesome',\n",
       " ' And U are doing Brilliantly sweetie!!!   Blessings and Joy to you!!!',\n",
       " 'upgraded',\n",
       " \" I'm glad you liked it   Want more?\",\n",
       " 'Done with my drew and jayk handmade gifts now watching old menudo vids',\n",
       " ' Whaat? That would seem to be a very powerful spell. Kind of tips the scale in their favor.',\n",
       " 'twitter is acting weird',\n",
       " ' and  there is no top 40 radio station in fresno!',\n",
       " \" In two months i will have something of the kinf of prom  and i'm really excited! and you haven't any contact to her?\",\n",
       " 'Home Sweet Home by Carrie Underwood makes me sadd',\n",
       " 'I am not doing much  all well!',\n",
       " 'oh man had great nap (still alittle tired) having pizza for dinner.',\n",
       " ' your knowledge of X-men is starting to scare me',\n",
       " 'JONAS is awesome! I just watched Groovy Movies  Frankie,, was weird lol',\n",
       " 'Photo: novusnovendo: EYECANDY + LIVE = like a ****! only he keeps his clothes on  BUT he can take them... http://tumblr.com/x2k1wga72',\n",
       " 'starting tm alex and i are doing a whole week of no going out and spending money that we dont have.',\n",
       " 'so bored  Gonna go to the Carnival and get an all day pass tomorrow. Excited for that, but very bored today.',\n",
       " ' Try being in AZ again brooke, Omg you cant even be outside for less than a minute before getting your neck burned.',\n",
       " 'home from taking Nick home - a little lighter in pocket after being flashed by a speed camera',\n",
       " 'says she wants to be w/ marykay @ sendai right now',\n",
       " 'Awesome beer pong party at my house in the yard tonight  going in when the sun is rising is officially B.A.',\n",
       " ' i love electro house',\n",
       " 'possessed beyond certainty that she has made the rite decision',\n",
       " ' gah! no money..... at least not for bakugan',\n",
       " \"I'm drawning in emails\",\n",
       " ' physics  the most boring class ever!',\n",
       " ' I am on here..finally. AND YAY. seriously. that made my day oh fellow hell ruler',\n",
       " \" lol yep  tell rhonda i said happy mother's day!\",\n",
       " \"Well, I made the list look better, but I can't do anything about the number pictures, since I already closed that tab.\",\n",
       " 'bbq party',\n",
       " 'is upset, I left my phone at home again',\n",
       " ' Sorry to hear about the laptop troubles. Hope you can get them fixed and the lappy back to norm.',\n",
       " \": Omg! I never got your message so I didn't notice until I was looking back a ways! Sorry, that was a good idea though...lol\",\n",
       " ' nvm i just got ur message that ur sick',\n",
       " \" It tells me I'm not a member of the private beta  and I'm not going to just start pretending to assassinate people\",\n",
       " \"*yaaaawwwwnnnn* thx to bank holiday... let's see what today has prepared for us...\",\n",
       " \"Apparently it's 21 degrees in Kilkenny now! And some comedy would be a great remedy to my boredom! Why the hell did I leave Kilkenny!?\",\n",
       " ' haha im jewish, i love that one',\n",
       " \"Happy Grey's day everyone! Oh I miss Grey's!!\",\n",
       " \" Uhhh.. not yet, maybe my DM inbox is just slow. I'll let you know when it shows\",\n",
       " ' aww im sorry im home now hope your ok  i love ya wifey &lt;3 ****',\n",
       " '_Dude Very nice. Good night',\n",
       " 'Epsilon Greater than Zero misses her Mommy.  http://apps.facebook.com/catbook/profile/view/5626035',\n",
       " 'http://twitpic.com/4wukt - We bought Ludi her own rug. Dogs are the best',\n",
       " 'Right! Into action! Grab a shower, grab my camera and, I think, a walk in the sunshine along the canal. Later, good tweeple',\n",
       " \"http://snipurl.com/hbp3g  Canalway Cavalcade over in 'little venice' near Warwick Avenue - on today too\",\n",
       " ' /drool. I still need to 100% the first one',\n",
       " 'Eating a dillybar from DQ! Yuuum',\n",
       " 'Just got home. :3 Was pleased with Star Trek.',\n",
       " 'is not sleeping because he has paperwork to do.',\n",
       " \" I'm having the same problem\",\n",
       " '  Hope you have a better weekend then..',\n",
       " ' congrats ya ran',\n",
       " \" We don't have either of those here.\",\n",
       " '_aguirre  not going anywhere &amp; when my book finally gets hre It will be cool 2 know wht Butch looks lk..LOL It was going in mail tdy',\n",
       " \" Press 'Ctrl' on bottom right. The underscore for E71 is there.  KY\",\n",
       " \" They don't let the queer boys donate blood.\",\n",
       " ' LOL she is okay, its just he songs are so catchy they get stuck in my head',\n",
       " ' Having a Leatherman, is a MUST, really for anybody! You never know, when you might need one &amp; it gets the job done.',\n",
       " 'wishes  would admit she has a new lovah',\n",
       " \" home now and added a few more Grice's to my list\",\n",
       " 'my body isnt itching anymore',\n",
       " 'is watching wolverine at last.',\n",
       " 'Crawling into bed super happy that the Penguins won tonight',\n",
       " \" It's good they're realistic, but I still don't like thinking about it!!!\",\n",
       " 'saying goodbye to my parents at the airport.  it was great having them around.',\n",
       " 'http://www.dothebouncy.com/smf - some shameless plugging for the best Rangers forum on earth',\n",
       " 'Come See Me Live On Stickam  http://www.stickam.com/valentine_rock',\n",
       " '_Jen LOL - I know... seems that the whole fabric of our earth will now unravel - lol - I guess people have never seen bambi',\n",
       " 'uploading photos.   (on: Facebook, &amp; Friendster... Myspace later.)',\n",
       " ' MISS YOU, TOO!',\n",
       " \"Sasha's helped too, of course\",\n",
       " '  Is there going to be any more TAI TV? Ah I hope so',\n",
       " 'A lovely weekend away at Kits Coty, now relaxed and well rested and ready for the week ahead.  Back on NNC in two weeks',\n",
       " 'Thinking about Con Law, fighting a headache, &amp; Paying bills...',\n",
       " 'So slpy 2day  zzzz',\n",
       " \" l'm on 3 days too matt. No fun this weekend.\",\n",
       " 'FINALLY DONE WITH MY PROJECT !  now its 3:12 am  haha goodnights ! &lt;3',\n",
       " \"  I've had that before...sometimes, they turn into other things; felt is very forgiving. Remould? Cut up and re-form?\",\n",
       " ' Indeed I did get your song however am unable to listen.',\n",
       " \" O: aw, frank  i like that movie, it's cool. i don't fully understand, but i think that's cool (:\",\n",
       " \"Ok, sending me messages asking to set my blog live won't work (linked to my developing website)! Take a tip from  and be patient!\",\n",
       " 'Hey, thanks for the follow, wow this is exciting a new tweet.',\n",
       " 'Cool music collection, can be used for non-intrusive background music - music from keygens!   http://www.keygenmusic.net',\n",
       " 'is needing to make a new video',\n",
       " \" how about a new article on finding your YouTube channel stats in your Google Analytics account? Can't find it\",\n",
       " \" let me guess ... ran a few miles?  Respect dude, I can't do it.  Maybe you should train me\",\n",
       " ' http://twitpic.com/67uc7 - can you lend me one? I have a cold too',\n",
       " \"Just finished The Minish Cap. It's a great game! I'll miss Ezlo and Link.\",\n",
       " \"GIVE A HATER A Hug ? Why would you do that? I don't like mwean people\",\n",
       " 'Need to come up with another blog post today. But for now, I AM SLEEEEEPPYYYYYY!!!!!!!!',\n",
       " 'Uh. Finally home, but completely wiped.',\n",
       " 'Traffic is horrific on 695..I jus wanna gt my dog',\n",
       " 'http://twitpic.com/4jkea -  now has 10,000 followers! Congrats!',\n",
       " \"mmm, just had the best delicious chocolate pancakes for tea break. oh thank God for HERHSEY'S Chocolate Syrup!\",\n",
       " 'is back from a weekend get away',\n",
       " 'Hanging out with sam, billy, and veronica. not going to school tomorrow to take sam to body shops. Dang car accidents',\n",
       " \"Ugh!! Why isn't inFamous on xbox360!!!?? **** lame.. Its only on PS3..\",\n",
       " 'should have started working on this lecture MUCH earlier  using tag clouds from google news to explain basics of content analysis...',\n",
       " ' nope',\n",
       " \" It's because we're right\",\n",
       " \"It was my fault for leaving my flip-flops outside my locker while swimming at USF Koret but why oh why would you want to take 'em? #R2IMT\",\n",
       " ':o Wow only just found out new xbox is called xbox720 , how did i not no im a geek ...',\n",
       " '_lavish i told diamond to follow you. and why u aitn share the starburst',\n",
       " 'well - that blows.  Sorry to cut it short. It wont work for me. I didnt get to say bye..so goodnight guys - thx for watching!  Love u guys',\n",
       " 'no one calls me anymore',\n",
       " \"Playing Ghost Online is really interesting. The new updates are Kirin pet and Metamorph for third job.  Can't wait to have a dragon pet\",\n",
       " ' Pigs catching Swine Flu and Avian Flu, risking the development of Flying Pig Flu? Awesomely funny',\n",
       " ' The portuguese national library could use it also. Right now they seem to be in a ca. 1995 web. Example http://u.nu/7y68',\n",
       " '_0robertpatt Why do they do that?!',\n",
       " 'listening to a new Stolen Sheep record',\n",
       " ' **** it! Must be Morrisons then',\n",
       " \"They had a site, then a blog, now they have the worst zoning/concept of the year - Heaven.fr, tell meh it's a fake\",\n",
       " 'Off to church now...',\n",
       " ' May the fourth be with you',\n",
       " ' that is sickening... Just shoot at will? Smh... Prayers for his family...',\n",
       " \" that's great!\",\n",
       " ' Kat Stewart did a great job with a great character not that I watched #underbelly in Victoria',\n",
       " ': Geez, a cool man like him be the villains. Too bad',\n",
       " ' YEAY!. haha. thank you so much jiah',\n",
       " \" You can find more info on getonu2.com We hope to launch the project this week. Then we'll really need some help to release it!\",\n",
       " ' Hey babe, nothing much tryin to see what imma do at work today lol, look like the load isnt so bad.',\n",
       " \"Haha. It's pretty good  they're making something with chicken  yum!\",\n",
       " 'good morning people !! in good old germany is it soooo cold',\n",
       " ' i agree',\n",
       " 'homework on a friday night...lame',\n",
       " 'installed the new modem which is meant to run 5 times faster than the old one and its slower  what the hell? gah slow internet kills me',\n",
       " 'Good am all..: hanging out with ma dad 2day, looking for a job still..',\n",
       " 'Gudluck to   !!',\n",
       " \"It's called communifuckingcation.....learn it, know it, do it. These stupid **** people!\",\n",
       " ' Ciara was great at SNL..Kim...you were mentioned on SNL tonight..Justin T was really good also',\n",
       " 'food...food...FOOD!',\n",
       " ' Thanks  Will Do',\n",
       " 'I fall asleep and didnt get to see the jonas brothers web cast  ... Still tierd',\n",
       " \"Can not afford the DR this year. I just can't pull it off this time.\",\n",
       " \" I'm having elevated error rates... StreamKeys not found, and then connection problems. Server migration isn't easy, huh  ?\",\n",
       " \"I need to play inFamous... Where's a free Blockbuster rental coupon when you need one? I miss that Coke Reward\",\n",
       " \" You can get into Canada, but I can't?  WTF!!!   (Seriously, I'm not allowed to cross the border!)\",\n",
       " 'will be doing all the chores just for her mama',\n",
       " ' well, the requirements are quite high as well',\n",
       " 'going to bed its late and I have headache',\n",
       " 'Awwwwwww holly',\n",
       " \"enjoying and exploring my n96 phone.. grr.. it's awesome.. but i wanted the samsung omnia..\",\n",
       " ' my pleasure, its a great recipe',\n",
       " ' yay, you get to ride on the tow truck. How cool is that?',\n",
       " ' yeah i did  i remember it na....... i did watch it before )',\n",
       " \" I've thought about it several times . got a few good friends there!\",\n",
       " ' ease of use, better camera, syncs w/iTunes, smaller (I looked at Storm), more eye-appealing &amp; not clunky. -just a few!',\n",
       " 'is predicting a heavyweight battle between Lakers and Cleveland on the Finals! Well, hopefully! *crosses his fingers*',\n",
       " ' Bro. Martin!! I need you to repent!! Pam said we were going to get to meet you last wknd...',\n",
       " '_watkins Oh my gosh ian i always miss you when your on',\n",
       " ' LIKE DREW SAID &quot;GIVE TC A CHANCE&quot; WE WILL MISS THOMAS  BUT HAVE TO MOVE ON. SO WATCH THIS! http://bit.ly/r6RfC',\n",
       " ' wow.???? ??????',\n",
       " \" I will try. But I don't care what my mum says\",\n",
       " \" I wasn't given an exact date, but it shouldn't be much longer. Please accept our apologies for the inconvenience!\",\n",
       " ' she was wonderful, did not get to meet her though',\n",
       " ' 140 characters, I find, is rarely enough to elaborate much upon anything.',\n",
       " ' turn on your closed caption ... Then you can read and watch animal planet at the same tiime.',\n",
       " ' thanks!! Yes!! A lot!',\n",
       " ' You too, Rus!',\n",
       " ' Hello!! sounds very good, you can count on me, I follow you!!!',\n",
       " ' testing.... Hey! I gotta add you as someone to follow',\n",
       " \" I've lost count of the number I've rung today already    Were going to Wales, but I'm due in court on monday!\",\n",
       " \"Twas a good show. I even liked Ciara's last song.   Time for me to go to bed. G'night!\",\n",
       " ' For me everything ok except install crashed at the end and now Safari crashes at every cmd+Q',\n",
       " ' Yes, people skills and social manners are quite nice.  If you a few billion, guess you need MORE love to gently guide you.',\n",
       " 'Goodmorning twitter bugs.. happy monday to you all! Today marks my first official day at my first fulltime job.. time to get ready!',\n",
       " \" Awww  You'll Be Fine...\",\n",
       " ' you can explore the site 2 and find cool stuff',\n",
       " \"Happy Mother's Day, amma!  I made u cake, remember? U loved it!\",\n",
       " '_rubadeau Last weekend I had a pretty solid brunch at Bar Wellington. Hard to screw up steak and eggs, though',\n",
       " '  good as, cya in melbourne',\n",
       " ' Welcome back!',\n",
       " ' Lucky you  I face south so I can hear them, and see them reflected off Phillips Point',\n",
       " \" of couuuurse fika  i'll pray thes best for you then.\",\n",
       " 'They just admitted my grandma to the hospital... Shes my only last one  please pray for her',\n",
       " 'A Banana and 2 cups of Coffee...Not a so Healthy Breakfast!',\n",
       " \" that really sucks - I think I might cry if I skipped over anything important I don't have. Comps are getting to be disposable\",\n",
       " ' They should add Dunkin Donuts to their menu too.',\n",
       " 'Is up, coffee in hand with laminate floor to lay then Footy to watch and play, living the dream',\n",
       " 'No 1 evr brngs me a starbux!   *~CoRiEoGrApHy~*',\n",
       " 'went to bed last night with the feeling of a migraine coming and woke up feeling worse.',\n",
       " '_city Hey, u like FOB 2! Follow me, luv 2 talk more, looking 4 frineds + followers!  ~Ellen~',\n",
       " 'i need to see ...now! someone buy me a plane ticket, please?',\n",
       " \"@ ginniejean there's a lot of mojo all over the place...  yes.\",\n",
       " ' THANK YYYYYYYYYOOOOOOOOOOUUUUU!',\n",
       " 'off to the family party',\n",
       " 'Lucy has an upset tummy and sore leg  http://apps.facebook.com/dogbook/profile/view/182397',\n",
       " \"4am Hubby's alarm-song playing was &quot;Blame it on the Alcohol&quot; Of course I couldn't get back to sleep after cause thinking of Joe on cruise\",\n",
       " 'ready for the weekend and sad that I have to be at the office again tomorrow morning',\n",
       " ' You are right.  If you ordered a static IP it should have been set up.  I apologize if it was not',\n",
       " ' I wish I could still drink it but I had two bad nights with white wine in London and then I was sick for almost a week',\n",
       " ' very talented Sam',\n",
       " ' I know.     #hhrs',\n",
       " 'WOW Panic at the disco en Abbey Road',\n",
       " ' Hi Selena i made this team to support you in Greece and Cyprus',\n",
       " 'I love that my boyfriends loves my mac n cheese. he even took some to work with him',\n",
       " \"I really ain't woth a ****. I can't do anythin right.   What's wrong with me?\",\n",
       " 'Making an iMovie of college',\n",
       " 'NO MORE MSHS!!!!!!!! Gotta go to work...too tired',\n",
       " ' so how is the most wonderful mommy in the world doing?',\n",
       " 'All the food in my house has sugar ants in it',\n",
       " ' love you loads hun ) hot weather gutted i aint with you now chillaxing  but we got tomoz  xxxx',\n",
       " ' awww  well I am here...just in case...I am not like THE PERFECT FUNNY FRIEND but I`m here hehe',\n",
       " ' wheres the music mannnn!!?? my inbox is still empty',\n",
       " \" LOL good to know the time in LA, it's a 9h time difference ...  good morning to ya\",\n",
       " ' I think that normally we are drawn to people familiar or similar to us. The cougar thing is for some quick fun.',\n",
       " 'Last day at DMA over!     a million sad faces.',\n",
       " 'oh about you lol sorry my minds always on you',\n",
       " 'omg i didnt tweet all that much today.... *sadness*',\n",
       " 'please please please please let my match be cancelled today. PLEASE',\n",
       " ' Awww Thatss Well Sad  x',\n",
       " ' Soon I hope... Really need to finish the cloning project so I can get more done',\n",
       " 'Hairdye patch test has just smeared all over my WHITE duvet cover  **** ****. &lt;3',\n",
       " 'City Dippin iz u fun, so much eye candy out here...I remember y I miss  LOL',\n",
       " \"I'm SAD SAD SAD!!! thought my aunty Stina coming but no more  i was so looking forward to having family..i miss dat! i'm alone on maui\",\n",
       " 'Can you dig it, sucka?  Booker T.  Former WWE Wrestler',\n",
       " \"It's fun\",\n",
       " 'Getting back my English minor exam soon. dum dum dum duuuum. Me and Margrete had a burping comp. haha. I WON',\n",
       " 'Watching Oceans 11 in Vegas - seems so appropriate',\n",
       " 'Working technology! I love you WAZ!',\n",
       " 'MORNING EVERY1! Giveaway at http://tinyurl.com/dhc4hg  Mod Kid Emma pattern &amp;$25 GiftCert to HipFabric!! GO check it out',\n",
       " ' **** that is awful... could not believe it at first... so sad',\n",
       " 'voyed on MTV Movie Awards  Mostly on TWILIGHT and SLUMDOG   http://is.gd/wBt6',\n",
       " 'A singing girl. Talented, yeah. Good to complain about? No',\n",
       " \"SB 239K.  Flop A Q 9.  4 players check. Turn 9. I check call 200 bet. River brick. I check call with trip 9's with K kick. He shows A9.\",\n",
       " ' lol.  When I went to buy my new laptop in Feb., I already knew, lol, but I looked anyway and walked away sadfaced. :/',\n",
       " 'It takes nearly 2 days to figure out what causes the mic problems at #euruko: Do not hold the mic at the bottom!',\n",
       " ' haha i am aware of how one contracts a UTI.  and i have training for work at 8:45 tomorrow morning so i have to go to bed early',\n",
       " 'Good Morning Twitter Bugsssss 8:48am and my day starts nowwwww',\n",
       " 'Is at a photoshoot.',\n",
       " 'I have to work tonight  But I get my paycheck!',\n",
       " ' Jars was gonna be my answer',\n",
       " 'rap battling at second sat, now at the moviesss  haha &quot;i swim in a lake of ****&quot;- Matthew M. ( Ghosts of Girlfriends Past)',\n",
       " \"i can't believe my little brother is married...\",\n",
       " 'Time to wind down and relax a little.  I can only change the world a little through Twitter each evening.  The rest will be up to others.',\n",
       " 'Watching NHL playoff Game1 tomorrow night if anyone is interested, and I know that none of you are.',\n",
       " ' no, sir, they did not! i was amazed when i woke up this morning.',\n",
       " 'http://twitpic.com/4jerc view of Atlas Mountains, Morocco across the Straits of Gibraltar, I took the other day from Europa Point, Gib',\n",
       " 'Craving munchkins so bad.',\n",
       " \"oh god they're breaking down so much plaster what are they doing in there  i like walls, thanks!\",\n",
       " '_Joelted i will definately be there tomorrow',\n",
       " 'so bored without a camera',\n",
       " ' what did someone do? and good morning',\n",
       " ' awwww i cried...makes me cry  i love joey!',\n",
       " ' NOOOOOOO!!!!!!!!!!!!! why in july? im gonna be back home  NOOOOOOOOOOO!!!!!!!!!',\n",
       " ' Clever girl',\n",
       " 'UP is out today!!! Why why why why does my head hurt so badly??!?!??!!?   I want to see it!!!',\n",
       " 'This is what I have to give a 7 day old baby  poor thing  http://yfrog.com/6pwwlj',\n",
       " 'Just dropped my sistah off @ lax.    #fb',\n",
       " \"phone was acting crazy today so i missed all my tweeties' updates  but i fixed it\",\n",
       " '_double as if there are any other kind  http://myloc.me/Fkl',\n",
       " 'Ghhh! Went an hour earlier to bed thinking ill get an area hr of sleep, woke up an hr earlier. Today is gonna be a looooong one again.',\n",
       " 'After work....Hillcats game!   .25 cent hot dogs haha',\n",
       " 'My head hurts',\n",
       " ' lol I really wanna go there!! Imma check the vid out rite now',\n",
       " ' with 14mph winds!!',\n",
       " ' Wow- you are sharing some of my long list.',\n",
       " 'maaaaan last night was a funny night! sad aswell tho',\n",
       " \"It just occured to me..... tonight is Cheri's Prom Night......I was suppose to go with her...... 970 miles makes that kind of difficult.\",\n",
       " ' jass warn me b4 u go to nxt war...i am there to have fun...',\n",
       " ' What are u going to do today my girl?',\n",
       " 'I see ',\n",
       " \"ready for a day full of His presence  i'm expecting the best!\",\n",
       " 'still trying to get better  had to get mommaz lovin..headed to her house.. ahhhhhh i so hate this feelin!',\n",
       " \" no i mean 2moz. I'm workin' 7-1 in a bakers then 6-4 later in a pub\",\n",
       " 'trying to get a sale in my job...',\n",
       " 'has just finished ironing his clothes for #Church. Gonna walk the dog now then grab a shower/shave and be off  #jottonia looks good too',\n",
       " ' hey you!',\n",
       " 'is TATTEDDDDD!!!!!!!!!!!!!',\n",
       " ' Yes we did!  Thank You!!',\n",
       " \"_Girl Girl, those are bangin' shoes!!!  Work it!\",\n",
       " \" when I tried to go to her's I got this message &quot;That page doesn't exist! &quot;\",\n",
       " 'another week starts',\n",
       " ' soz i neva saw this message till now...if u add then delete me i cant see any messages uve left on my page',\n",
       " ' Mine too! Hayley is great',\n",
       " \"I definitely missed listening to The Spill Canvas, I miss seeing them live as well  &quot;Now I'm in stitches ooooover you and oooover you, oh&quot;\",\n",
       " \"I have to goto work now ahhh kill me  my life isn't going the way I want it too atm. Ta ta kids x\",\n",
       " \" Don't know yet  Lemme know if you come up with something though.\",\n",
       " 'First Day for research at Edmonton General',\n",
       " \" Yes, I'm originally from Argentina. And very 'mystic' about that  ...ï¿½ bientï¿½t de te lire Quincy!\",\n",
       " 'Jacqueline Wilson day on CBBC',\n",
       " 'gear troubles all day long!',\n",
       " 'workin.. still lol i wanted to go to the spring game',\n",
       " 'to save my heart I think Imma let go! I can see myself getting hurt with you!',\n",
       " 'just joined Twitter...     Hiya world!',\n",
       " \" i love those boys. i missed the chat yesterday  it was the firts &amp; only one i'll miss though! &lt;333 Nick Jonas &lt;3333\",\n",
       " ' have fun without me pasty  &lt;33',\n",
       " \" hahah no not that valley. that's cool valley. texas valley. like...rio grande valley. ahhaha i wish i lived in california valley\",\n",
       " 'pretty bummed that it had to rain last nite! oh well  still had fun! Goldfish is highly overrated!',\n",
       " '_yst so u are very burnt  sorry back or front burnt?',\n",
       " \"Mourning Venus' Third Round Loss....\",\n",
       " 'just installed Windows 7 RC, so far no mushroom cloud yet.',\n",
       " 'mozert requiem tonight',\n",
       " 'Downloading TF2, a mere 6.3G ... 3% nearly instantly now down to about 500KB',\n",
       " '**** you is all i have to say',\n",
       " \"Just got home from Stacey's lovely wedding\",\n",
       " \"Happy Mother's Day!!!  I'm at the beach with my family. It's a warm, clear night with a beautiful full moon...\",\n",
       " 'hubby is snoring!  but I still love him',\n",
       " \" that's such a long time from now\",\n",
       " \"Finally it's Friday! Things are going to be so different starting next week...my house will be empty!\",\n",
       " ' Have you been going to the Trop for the last 5 years?  No more games for you!',\n",
       " 'Yah! Feeling better and had a beaut day - Sophie razzing it at the skateboard park (at all of 3 yrs) and Charli happy at school',\n",
       " '&quot;leave the pieces&quot; - the wreckers... hmm',\n",
       " ' umm..nope not anymoree',\n",
       " ' Just got it a few hours ago! So not yet!',\n",
       " 'Hate this song  ? http://blip.fm/~5jg6f',\n",
       " 'Building Websites',\n",
       " ' yeah yeah gd night then',\n",
       " \"  i'll visit ny 'til september, no diggnation for me\",\n",
       " \" Awww my lovies! Yes I love it all.  And I'm totally finishing my buffalo sammich after a few hits off the new bongie. &lt;3\",\n",
       " 'hangover today',\n",
       " 'I am now Vice President of Social and Cultural Affairs at Southwestern College',\n",
       " ' aww hope uve hada good day  xxxxx',\n",
       " 'aaaaaw i want to live in the USA',\n",
       " 'Typical overcast bank holiday Monday, glad we went to the beach on Saturday',\n",
       " ' Too much details !!!    (But glad he is better)',\n",
       " \" It's still up the duff boo\",\n",
       " 'Bad Day. History Test Tommorrow. And I want to go out in the sun and play..',\n",
       " \" ...i'm sorry about you are still sick  u know most of them, AND i know that u will guess the &quot;pelzer present&quot; ;-)\",\n",
       " ' Listened to it again coz you reminded me. This is so depressing.  ? http://blip.fm/~5joo9',\n",
       " 'TV time  see yall later! xoxo',\n",
       " \" yupp t's better than people being rude to her  x\",\n",
       " ' it was great to meet ya katie...awesome shows for sure!! Safe travels home.',\n",
       " \"Getting to play golf with our kickin' Leadership Team...I have a feeling they r gonna kick me on the golf course\",\n",
       " 'just spent the day with Bridget and a small thing that got wind and farted a lot - oh yeah, her baby! Now slightly broody!',\n",
       " ' Good god, no. You can fit very few swear words into 140 characters',\n",
       " \" I'm with you there - filing is so much less fun than sorting cos you still have to look at it &amp; hunt down details\",\n",
       " 'low low low low low low low low low.............................',\n",
       " \"Yogurting. Home from lady Mona's, on the fone w no song from Yoplait. Lookin forward to hrs w  tmorrow &amp; rehearsals  Gnight all!\",\n",
       " 'getting back from smackdown/ecw show',\n",
       " ' no not yet I ate a couple ;) I love Reeces but they are hard to get in NZ, I stock up bigtime in the States',\n",
       " \" That doesn't sound fun\",\n",
       " \" love you ::hugs:but i'm not seeing anything...wondering if i'm doing something wrong)\",\n",
       " \" haha, its cos one of your 'tweets' was smile smile smile, so i quoted the boys in reply\",\n",
       " 'hut myself in the face with a hammer earlier by accident  obviously it hurts.',\n",
       " ' You always catch me away from my computer.  ?',\n",
       " \" How's the head this morning?\",\n",
       " \"It's beautiful outside. The sun is shining, the birds are singing and I? I'm studying  Wish it were already vacation.\",\n",
       " 'Wat a nice day it was 2day!me and rachel decided to walk to work and walk back lol..was so warm inside tho',\n",
       " ' Good Evening Terri! Have missed you lately, hope life is being good to you. Have a wonderful evening !',\n",
       " 'If you guys would be interested in watching me get tattooed tomorrow, let me know!',\n",
       " ' hahahaha wtf dianne????? who twitters that lol...i guess it depends who the person is.....',\n",
       " 'New toys.',\n",
       " 'Hydro drive abandoned after three miles',\n",
       " \"getting my new cellphone on wednesday! the LG Voyager! its soo sweet! i can't wait that long though\",\n",
       " 'Need some coffee... Getting serious withdrawal symptoms',\n",
       " ' 20 at least hugh  happy trails',\n",
       " 'Just sittin here waitin for my coffee to be full grown on farm town before going to bed',\n",
       " \" The first thing she said means &quot;Your new album is really good&quot; and the second thing, &quot;Don't it's broken&quot;. I am Persian!\",\n",
       " \"has applied for OSAP yet again- God, I'm gonna owe major $$$ by the end of my academic career, this just ain't right!!\",\n",
       " \"Happy Mothers Day to all the mommy's out there!\",\n",
       " ' here I am!',\n",
       " 'My moms Season 3 of Weeds got burnt up in a family friends mobile home.',\n",
       " \" Happy Friday! Do u know how I can get a copy of the BT art u did on Mel's fake Twitter? I'm n it, but can't find it now.  THX\",\n",
       " 'i hate my life big time its sooo poop gode i ould cry',\n",
       " '  Thanks darling girl   ****',\n",
       " \"Pretty sure I'm sat on the wrong train going the wrong way... Bah!\",\n",
       " 'TWEEEEEET! good morning twitterland! going to work at 1 so need to keep packing and cleaning this flat! move out in t minus one day',\n",
       " 'arrgghhhggguuuiiissshhhh no idea what to do for this modern assignement....  Burma or Cuba???? eeeep help!',\n",
       " ' PC I agree...  We have a problem. We must stop spending and only work!!!',\n",
       " ' yaaay for u cleaning ur room. I said hi to u the other day &amp; u didnt write me back',\n",
       " 'This is a joke surely? http://prune.it/WEAt',\n",
       " 'recovering from a hard day of homeschooling my dd, chemistry did NOT go well...',\n",
       " ': Where did you get a copy? I wanna watch that also.',\n",
       " 'I cant to sleep and tomorrow i must wake up too early',\n",
       " \" Aww just read your tweet. I'm not sure about later either (work too)  feel it for us\",\n",
       " '  tell me about it',\n",
       " \" you didn't come to see the hosts at hilton mr. thomas. we spent lots of money for nothing. that's boring\",\n",
       " ' hmmm how bout my boi an me jammin sum john stephens for ya?',\n",
       " 'Hey  Mia!! Go to bed!!    (deangeloredman live &gt; http://ustre.am/2NlC)',\n",
       " ' here btw, this is not a bot',\n",
       " 'had the lovliest night last night but was ruined by doctors inability to warn me of side effects. back again for more tests.',\n",
       " ' Oh, I see what you mean. That is true if they are used improperly, which we know they are.',\n",
       " \" Mmmmmm I love curry. Don't have an Oregan though.\",\n",
       " \" I'm glad you've been having fun babe\",\n",
       " ' Yay! Lets welcome Mrs Mcnugget to twitterverse!',\n",
       " 'Why is it that &quot;shipping &amp; handleing&quot; are soooo expensive??? It is more than 50% of my entire order! Not ordering yet.',\n",
       " 'June gloom seems to have arrived early',\n",
       " 'Be my Yoko Ono and follow me wherever I may go !',\n",
       " ' oh  il probs do wt i do every yaer watch the first one then watch the last couple of weeks lol',\n",
       " 'Working on our baseball fundraiser  Get 10% percent off Platium or Diamond wedding package if you let us know you saw us on Twitter!',\n",
       " ' Thanks so much Jon.....same to your mom    That is so sweet of you to think of all of us',\n",
       " '1st presentation for senior boards? FML',\n",
       " 'shows how twitaddicted you can get',\n",
       " 'Almost lost my phone.',\n",
       " 'Friday tubes at work are slow..',\n",
       " \" Bryan hasn't replied about wingnuts\",\n",
       " 'happy mothers day.  oh and no i havent read it yet, will do now',\n",
       " \"my car is possessed and won't stop honking at me\",\n",
       " \" that'll do it too\",\n",
       " \"Happy its the weekend...LOVE has knocked me down ya'll!!!\",\n",
       " ' Our weekend was also great... two friends of Julia were here for four days...',\n",
       " 'just finished  Emergency - by Neil Strauss - another great read Neil - congrats   miss you by the way!',\n",
       " ' if you meant to heavy rain n flood in bkk last night, lucky I was out of bkk',\n",
       " \" It was on my CNN subscription on Google Reader. I couldn't help but repost it\",\n",
       " 'happy mothers day..',\n",
       " \"I haven't been replying to people because seriously, I haven't refreshed twitter for a while.  Sorry.   Thanks.\",\n",
       " \"Took me 2 times to get over the wall. What killed me was the 150 lb dummy that you can't drag. 12  seconds over.\",\n",
       " \" oh, is it good? I've been wanting to watch that movie but nooobody would watch it w/me\",\n",
       " 'He brings SOOO much joy!! Show it!!  great song! ? http://blip.fm/~5z3oq http://ff.im/2L63l',\n",
       " 'just got back from the BBQ, i got sunburn on my legs, well sore',\n",
       " 'writing',\n",
       " 'just woke up, hopefully going to see the Xmen film today?',\n",
       " \"  That's no good. I'm sorry\",\n",
       " \"Good morning  I don't think it has stopped raining once for the past three days or so, but who cares?\",\n",
       " 'i blame you all!  got it??? good :p she better be in good condition 2! &lt;33 night',\n",
       " 're-dyed the hair, early start tomorrow heading down to londons clothes show, great place to be when i feel fat.   bright side = motivation',\n",
       " ' did you see the 15 sec clip of the New Moon trailer?? its up on ETonline.com ...check it out. its a big tease, though',\n",
       " \"It's starting to look like the  website may not happen in any form\",\n",
       " ' well sure hope they can do that...',\n",
       " \"  that's no bueno...hope u feel better!\",\n",
       " \" Don't worry you will have Ava to distract you on the flight\",\n",
       " ' kk, awesome.',\n",
       " ' Happy Mothersday btw! Look at the bright side, you can chill all day today',\n",
       " ' thanks dinno  appreciate it',\n",
       " 'Hearing a surprising news about my bestfriend...where are you sis ? You have to tell me the whole story',\n",
       " 'My moms calling hospice 4 great gpa  its only a matter of time only God knows.',\n",
       " 'I am finally on a roll... now time to stop.   Is it weird when you love what you do?',\n",
       " \" I hope you had fun in Canada  don't worry you'll see then again this summer,\",\n",
       " 'had a good day driving up mountains, visiting katie, eating chips &amp; fudge and stocking up on lovely smelling soaps',\n",
       " 'To make a long day short--I did nothing. =D well, I had some friends over they just left (3:55am) We have been drinking since 9.  Smashed',\n",
       " \"I'm entering a two month study/exam period.  Which is awesome. - See you on the flip side\",\n",
       " \" Why can't you? Are you rooting for Ali in the Twitter war?\",\n",
       " \"such a nice day and i'm gonna be stuck inside all night\",\n",
       " 'horseback riding',\n",
       " \"Grey's 'Sweet Surrender'  http://tinyurl.com/d5mjyj\",\n",
       " 'just got home from the last day of school.  graduation tomorrow.',\n",
       " \" ... Yes.  That's what I said.\",\n",
       " \"I don't feel good.  .My throat hurts!!!!\",\n",
       " \" - we wouldn't miss it for the world!  ICCVB meetings  Mon-Wed....  the fun is just beginning\",\n",
       " \" I hope it's something relatively minor and easy to heal. I can't stand it when the furbabies get sick.\",\n",
       " \"@__Jasper_Hale__ *Laughs* that's because I like winning\",\n",
       " \" haha that's because you also look amazing in it! have fun!\",\n",
       " 'getting ready for work',\n",
       " '_tastic Awww that is sweet',\n",
       " 'oh! i think i didnt do well on my photo editing for Db!  sorry :|',\n",
       " \"lol exams i didn't go to mcast or other school i finished form 5 and that's it soo disappointed in myself\",\n",
       " \"aww my son gave me a purple g shock for mother's day\",\n",
       " 'like why the **** am i still up...maybe because im drunk as hell and had a great time tonight..**** was crazy',\n",
       " ' Oh no! Hope you find your voice soon',\n",
       " 'twittering, texting, and ipoding. i love the invention of mutitasking!',\n",
       " \"Soo embarassed I didn't see the tweets I've been getting from kind followers.    I'll do better, I promise!!!\",\n",
       " \"You can't spell #melo without e m and o...  &lt;3 to my favorite blogging site.\",\n",
       " \"back from dinner w. my family. i'm not meeting christine anymore  sunny weather tomorrow and a day out &amp; about. i want red bull!\",\n",
       " 'Just got back.',\n",
       " \"http://pic.gd/fad84c One Sunday night at Helsinki. We hadn't drink anything... xD yeah RIGHT!\",\n",
       " \"iProcrastinate: This is by far my #1 character flaw. Gotta session at 11 and I don't want to emerge from my covers.\",\n",
       " 'man i **** up that test  playing cod now . 31 days till the summer !',\n",
       " \"Finally in my bed, &amp; I must say, I had quite an evening. I'm ready to tackle this work week &amp; see what next weekend has in store for me\",\n",
       " \"Jane is really sad because she probably won't get perfect on tonight's quiz without the missing article. Should've asked someone for it.\",\n",
       " 'wishes she would call him ...   *hc*',\n",
       " ' you are the sweetest.  love you cuz!',\n",
       " ' legit. Legit cruise.',\n",
       " \"  awww for me I just think she's tooo young or just not ready for it - tis painful to watch her so upset\",\n",
       " 'yeha i broke their page... damit... im trying to fix it how... hope you dont bank with communityfirstandtrust',\n",
       " 'Finally picked up some handwraps, but struggling to wrap my stronger hand with the other! Defo should have got some a lot sooner though',\n",
       " \" Not so good  I think that's my fault though - didn't use buttermilk. Recipe was on back of the flour.\",\n",
       " 'http://twitpic.com/67tcr - Ouch!! Burnt my arm on the grill',\n",
       " 'OUCH! my earphones just shocked me',\n",
       " 'Downtown was fun tonight  The walk back to the car was rediculous lol',\n",
       " ' Guapisimo, chico you and Ms. Lady Gaga looked amazing as usual',\n",
       " 'Off work',\n",
       " 'Isss boredddd, gotta be up in the morningg',\n",
       " \"_Chip That's right! I totally forgot. Might not be till August, though    Have a great summer!!\",\n",
       " ' ..people you love.... wait i am not there',\n",
       " ' aww thanx andy',\n",
       " 'I think you are super cute...',\n",
       " ' Yeah, I agree. it does.  BTW, check out !linuxoutlaws. ;)',\n",
       " \"Who starts a briefing at 7:30 a.m.? People on the East Coast, that's who.\",\n",
       " '() Note to self: never ever leave the MacBook Pro on the stupid iCurve. It fell off.',\n",
       " \"_sm I'll have a look. Do you live in the centre of Glasgow? I was born on Bellshill &amp; grew up in Bothwell. I miss Tunnocks pies\",\n",
       " 'I missed the  announcement   Something about being flow out for a concert? Can anyone fill me in?',\n",
       " 'Back from brunch. Hopefully I lured two more friends here.',\n",
       " 'I wish i could sleep past four a.m. on my nights off  good morning!',\n",
       " 'It was my baby bros last time singing in front of his school  im so so proud of him !!! but when did i get old  im only 22!',\n",
       " ' Equations and graphs',\n",
       " 'i just dyed my hair',\n",
       " ' Haha same as miine',\n",
       " '_ Goodnight',\n",
       " \" Good night Erin!  i wouldn't say that this is early or that you are old.\",\n",
       " 'Notion video deleted.',\n",
       " ' twist cld u follow me  ill love u forever',\n",
       " 'http://twitpic.com/4wsy6 - Beauty.  Going out now!',\n",
       " \"Not feeling too good at ALL, about to head to work from 12-5.  Not a bad shift, just not fun when you don't feel well! Hope it goes FAST\",\n",
       " ' I hope you feel better soon',\n",
       " 'Playing see you again-miley cyrus in the shop',\n",
       " 'wants this summer to actually have some sun in it',\n",
       " \"So off work about to do what I don't know I'm exhausted\",\n",
       " 'Wrapped up some html/java work now spending the night dabbling in some flash intros',\n",
       " \" Britain's Got Talent? Such a cute little girl. Feel so sorry for her!   Hope Simon finds the time! ****\",\n",
       " ' love you tooooo  Duuude,i need to make myself a shirt that says something cool! what should it say?',\n",
       " \"_Grenade The link 404'd.\",\n",
       " 'thanks for the raspberry-Laced Vanilla Cake',\n",
       " \" haha.. you were actually in violations of someone's trademark?! okay..  Yeah, I went to bed at 4 and I had to be up at 6. :[\",\n",
       " \" Unfortunately your fix didn't work..   Oh well, I'm lovin' me some PeopleBrowsr anyways!\",\n",
       " ' Noooo! Poor SE',\n",
       " ' talk to their creators yesterday no date for public release, just developers',\n",
       " \" --sorry for running over uncle Terry, but he just wasn't living up to his potential. expecting more from his next return.\",\n",
       " 'schade  #tv_addict',\n",
       " ' me toooooo! Thank u',\n",
       " 'listens to MSI and bakes banana bread. How weird is she? Remarkably not so much anymore.',\n",
       " 'Dang you internet. . . Its been down all night. . .',\n",
       " \"Heading to bed. I think I'll read for a bit, propped up on fluffy pillows.\",\n",
       " \"NAPLAN testing, tuesday, wednesday &amp; thursday. i'm afraid about the maths one, english ,not so much\",\n",
       " \" I'm not too bad. Just trying to get by so I can live the dream AND rule the world.   Saving up for a super hero costume.\",\n",
       " 'i am talkin on da phone and typin at da same time',\n",
       " '_R_Roberts I LOOK forward to seeing and sharing',\n",
       " \"Little one's cast is taking a beating. It is starting to show some wear and tear and it has been on less than a week. She is too active!\",\n",
       " \" Ahhhhh  Well at least I'm up to!\",\n",
       " 'Im moving to canada',\n",
       " 'Shots suuuuck!  im done  no more vacines!',\n",
       " '  God bless that oh-so-sexy rahul picture',\n",
       " \"_WOCKEEZ  Don't wanna miss ANY of your shows...you guys kick it! Sad to say...my plane is in the shop...\",\n",
       " \" Oh, I'm jealous (how surprising)\",\n",
       " ' Not addicted, just sociable.',\n",
       " \" your face makes people laugh. cause you're so ugly. so you're half-way there\",\n",
       " 'My nose is runny, my head is pounding, and teeth hurt like a ****. MAN. @-) I feel awful.  =((',\n",
       " ' 1 pm...',\n",
       " '@ it hurts me that my sister has so much potential and she isnt using any of it  what a waste of God-given talent.',\n",
       " \"also. proof number #2923848932 that I have no life - I have an imaginary boyfriend named Vince. It's sad that my friends encourage me so.\",\n",
       " 'Will be your DJ for a little while! Tune in if you want  www.soompiradio.com ',\n",
       " 'Omnomnom    JUST came online to 69 unread emails, as well as my backlog from yesterday  http://tinyurl.com/lxjdjc',\n",
       " 'Life sucks if ur not having fun.',\n",
       " 'winding down, love having a low key day.',\n",
       " ' Thanks for making me laugh',\n",
       " \"Aww man I left all my laffy taffy's at work\",\n",
       " \" tom is not with u!  hahahahahahhah he's with my bff\",\n",
       " \"is back...been feeling ill and extremely busy all week. happy mother's day, to all you mama's out there\",\n",
       " ' whyd u feel awful after last night?',\n",
       " 'My throat is on fire',\n",
       " ' my youtube channel? Demilynnmusic haha cause I love 2 sing &amp; stuff so yea',\n",
       " \" Please give a shout out to my boyfriend Ron Griffin at 10pm show in Denver. He's in the nosebleeds, so really SHOUT out\",\n",
       " ' its the wine!!',\n",
       " 'Evaluating my people...Dont like this part of the job',\n",
       " 'I thought that there was going to be another Def Jam Fighting game, but then it turned out to be crappy karaoke game. I miss the fighting',\n",
       " '_da_**** ï¿½ cant im not @ my sister house no ï¿½-net tonite',\n",
       " \"Happy mother's day everyone!\",\n",
       " 'Assembling/ figuring out this new alarm daddy gave me - SOOO loud  I think I blew out my ear drum',\n",
       " ' yes i love manchester orchestra,and sigur ross. all the other bands ive never heard of but ill give them a listen. thanks',\n",
       " 'On her way home from prom  so fun!',\n",
       " 'Left &quot;Up&quot; due to out-of-focus projection.   Hopefully my complaints to theater management will get it fixed for everyone else still there.',\n",
       " ' i think i ordered a few days after you. Maybe you got something that was on backorder?',\n",
       " ' i was at the outlets too',\n",
       " 'Just Finished My English Final...Just One Step Closer To The End.',\n",
       " \" it's tongue in cheek of some mentalities.There is another one which takes the piss of arabs, but its too long\",\n",
       " ' you own a didgeridoo?!?!',\n",
       " 'I have now realized I am not cool enough to ever get a shout out from   (this player will not be playing on! hahahah)',\n",
       " \" it's like 20 bucks for 10 shots  what kind of camera do you have?\",\n",
       " ' i was studying computing this year...bring as feck!! changing to plant science  next year',\n",
       " ' Or nudge the partner! Good birthday/ christmas/ I just want to buy you something gift!',\n",
       " 'Spent too much today!!! Tube journeys always take soo long. Braces on thursdayyy',\n",
       " ' google away',\n",
       " \"doesnt have a hangover  and is getting ready for a good ol' english fry up\",\n",
       " 'In cafe management, the end of the month is nothing but numbers. My arty little head hurts from finding discrepencies',\n",
       " ' AND, We have your fabulous interracial ****!  WOOT!',\n",
       " \"_spark heheh.  Odd though, I thought a couple of the others I'd done were better\",\n",
       " 'At least they ( kids) havnt gotten to big to still say mommy ILOVE YOU. AWWW they are so sweet. I am so lucky to have my kids.',\n",
       " 'thanks 2 become my friend,twitter..  selalu ada ruang untuk sahabat',\n",
       " \"So, what are you all doing? I'm eating crackers! Yummy. The unsalted ones of course. I only do salt in my caviar.\",\n",
       " \" I know exactly what you mean. My treats are more 'awhile' than 'once in'\",\n",
       " \"T-bone's gone to sleep... Think we're gonna join him\",\n",
       " \"Joan is such a legend! I can't wait for apprentice finale!!! im so addicted i think i need a rehab!! LOL tweet later..  xoxo\",\n",
       " \"Looking for a show to turn my brain into mush so it doesn't hurt anymore  Any good FREE online ones you know of?\",\n",
       " 'had a **** contact with both parents &gt;.&gt;  grrr',\n",
       " 'On my flight headed 2 denver...see yall in a min',\n",
       " 'Grrrr....I got the wrong size coat for the sheep',\n",
       " ' i wish you were in my class last year',\n",
       " 'thinks something and okay, goodluck ako.  http://plurk.com/p/x2bnl',\n",
       " 'THiNKiNG 0f HiM  &lt;3',\n",
       " ' oh my... now im offended.  ha',\n",
       " ' awesome run report!   Did you see the bald eagle on the lighthouse?  That was their hangout when I last ran Discovery Park.',\n",
       " 'Im still in my my pjs  but I haveto get dressed cuz Im going to see Dancing on Ice live',\n",
       " 'waitin for dr dee.... had lunch with my beautiful lady  before that i was on the gym ... ( yeah need to loose 10 more  )',\n",
       " 'R.I.P little bird that flew into my window snapping his neck',\n",
       " \"i'm gonna miss eddy if we're half the country apart\",\n",
       " \"Had a great weekend with One, hanging with Nick &amp; Brendon, church this morning! Can't believe Loretta won the Mothers Day raffle again!\",\n",
       " ' Thanks lady!!',\n",
       " \"i'm yours - jason mraz....looking for an electric guitar  yay!!!1\",\n",
       " \"monday at the school  gosshhh what I've been waiting for\",\n",
       " 'cALL mE wiErD, bUt I jUs LuV rAiNy DaYs! MaKeS mE feeL sO waRm &amp; cOzY iNsIdE  LoL',\n",
       " \"absolutely gutted that i'm not going to badu tonight.  you guys have fun...! just got home and need to head downtown now. gd this heat!\",\n",
       " 'Tryin to figure out how to direct message and is gettin frustrated',\n",
       " \" Is it bad that I'm sitting here watching a #Pens replay and getting excited? I think it's the coffee, but... Who knows.\",\n",
       " '_anderson hehe   fun tweets !',\n",
       " 'no one to go see Tiesto with',\n",
       " 'TODAY WAS SOO FUN!!  happy bday chrissy &lt;3',\n",
       " 'Gorgeous weather, but no bike',\n",
       " 'i need people to talk to me please im very bored  x  follow me!',\n",
       " ' what about the dilfs? Oh wait, wrong month....HAPPY MOTHERS DAY',\n",
       " \"i wish the birthday massacre would come to australia  i think they said they're thinking about it though!!\",\n",
       " '  Apple has done some impressive things for my almost 2 year old macbook. Except when I poured coffee into the keyboard.',\n",
       " \"   Hey everyone! I just mixed the first single....!  &quot;Why R U&quot; ...I'm sooo excited!\",\n",
       " 'Kyles going out of town this weekend  play time wif my fwiends. Rawrrr.',\n",
       " 'In the university with hungry!!',\n",
       " 'watching crimson tide and eating apple sauce.',\n",
       " \"maybe he could drill a hole in me?  LOL    OH SNAP!  (sorry couldn't resist)\",\n",
       " 'I is goin to bed now',\n",
       " \"The top 5 words I've tweeted: hug, good, people, fun, twitter. http://tinyurl.com/dcxoty ... that's really quite nice\",\n",
       " 'Going to learn the hoedown throwdown today.',\n",
       " ' I certainly know the feeling. Wesley is sleeping and I want to go get something to eat but I only have $4.38 in my account',\n",
       " 'Google Chrome forgot what everything looks like for some reason',\n",
       " 'wants Friday to come quick! I want my beauty sleep and shopping...',\n",
       " 'is trying to make this sunday last 48hours',\n",
       " ' think you should catch up on your sleep befor you go back to uni haha  goodnight&lt;3',\n",
       " \" Ugh my trousers do that too and I've never found a way to combat it! It's so weird\",\n",
       " \"_Neith James just doesn't take a bad pic! Colossal loveliness! (wondering if I spelt colossal right...)\",\n",
       " 'I hear tonight is the last jleno show',\n",
       " \" ACSM. it's unfathomable.  i think the other one .. and the .. is one that should be kept to the comfort of our bedrooms. yes?\",\n",
       " 'im in pain, ****',\n",
       " \"_a_michael Hey! thanks for another great day! I'm going to sleep now! I'll chat with you tomorrow!  Sweet dreams!\",\n",
       " \" Thought you should mention that you don't need to enable Growl in Tweetie to make your plugin work, and to avoid duped notifications\",\n",
       " 'Yikes. That poor girl on BGT. That was quite hard to watch',\n",
       " \"Just got back from working out. I'm feeling pretty good. work at 4:30\",\n",
       " 'Using a temporary mouse since my trackball is breaking down. I can feel the RSI crawling up my wrist already  .',\n",
       " \" just got in, gonna go upto bed in a sec, not drunk! I'm disgusted with myself  haha\",\n",
       " ' because you saved the frog. I thought I replied to that so it would make sense. so how does twitter work?  gehts abi gut?',\n",
       " \" I don't know! She never answered me\",\n",
       " ' Yeah they are! So stop making fun of me! I gotta get new ones',\n",
       " \" I know, but considering I've bought a lot of new yarn recently, I think it's necessary this time.\",\n",
       " ' lemme guess - you ran 5 miles at the gym, and are waking your kids up, and then going to the beach and / or recording studio?',\n",
       " 'is a failure',\n",
       " 'has a sore throat',\n",
       " '() oh snap',\n",
       " 'I had fun this summer',\n",
       " \"Not a good start to the day left my money at home . So i'll hot a day me looking for free carparks\",\n",
       " \"Tomorrowland central hasn't gotten confirmation that I'm signed off on Star Tours, so just waiting to see if they can give me a shift.\",\n",
       " ' i couldnt call you because the time on my phone would run out  so if you can give me a shoutout on here i will be happy',\n",
       " 'also i hit my chin on something when i fell down and it hurts  ugh... work is gonna suck',\n",
       " ' hahaha my uncle does that coz my aunty is a **** who left her kids',\n",
       " 'is currently watching supernatural whilst waiting for skins to come on',\n",
       " ' haha i wish i could! I look like a little boy now',\n",
       " 'fun times. just broke my usb stick.. like literally broke it..',\n",
       " '*pokes and runs away* ... I WANT SUGAR !',\n",
       " 'X-men movie was pretty good. Kinda predictable @ points but good action sequences',\n",
       " \" Check out my latest FB post.  (Things I want to happen). I don't think you can miss it.\",\n",
       " 'Open office &quot;writer&quot; is weird. I need Word to open word documents correctly',\n",
       " ' oh really? why HELLO there',\n",
       " 'just woke up...dont want to go into work at 4',\n",
       " \",  - muji  yipee. is anybody coming here? i can send them over hahaha. but can somebody bring JT's BSG disks? haha\",\n",
       " ' I would advise watching it in the cinema. I am sure the effects are worth it. Unless you have a monster TV at home',\n",
       " \"Gremlin is asleep after a particularly challenging bedtime. I think it's safe 4 me to go to bed -what a crazy Sat night for me!\",\n",
       " 'About to clean my room',\n",
       " 'The little wormy from labyrinth sadly passed away today but its ok as hes still around in a happy ghost form aww  http://twitpic.com/67aim',\n",
       " \" I'm trying to sleep!!! It's not working\",\n",
       " ' i actually need to be cleaning my house',\n",
       " 'uploading PCD onto my iTunes xD i used to have it but certian events caused me to lt sadly',\n",
       " ' I believe that is true, FML is quite the phenomenon...all thx to Superbad',\n",
       " '  Hi jonas brothers  you came to argentina la otra vez',\n",
       " \"I don't have the fake fascination like i once did before. Cause i no longer have to pretend i like you\",\n",
       " ' yep... or it should b automatic that if u fall 4 someone that person does 2!or smthng like that... but the way it is SUCKS!',\n",
       " ' it was fine. i was still up playing inFamous. sorry to hear how things ended up again',\n",
       " ' Happy Birthday Mel. We miss you in the UK',\n",
       " '_pooh what kind of party do we got going now?',\n",
       " 'I think I just found my purse soulmate. But its not in my budget',\n",
       " 'Neville88 am gud enuh hun...was jus sayin hi n hopin that ur avin a gud nite so far..HAPPY LADIES DAY 2MORO THEN...is dat better',\n",
       " \"_liv_lyf good to hear! Just in time for the weekend. I'll be working though\",\n",
       " 'finally finished my marketing project only took me 7 hours..now just hanging out and relaxing',\n",
       " ' You still have class? Ouch',\n",
       " 'I hate crowds   http://tr.im/mONi',\n",
       " ' I have a friend who loves that spot. I want to go',\n",
       " \" They're for my mama  I always bake late and get worried that the mixer is gonna bother people.\",\n",
       " \"Happy Mother's Day 2 all the fabulous moms out there. The world wouldn't run without us. Keep up the good work! Enjoy ur day\",\n",
       " 'listening to the new demo! This song is going to be fantastic once its done!',\n",
       " \" Katie is my Malamute dog, as for my weight, well I'm about 6ft tall and 73kg, which is quite good\",\n",
       " \"Really? 87 degrees as the high and I'm on my way to work?!?  hagg lake tomorrow is going to be especially bomb sauce!!\",\n",
       " 'well no phone today, we are waiting till June 9th to get a better deal sooooo  but its all good',\n",
       " \"  Welcome to Twitter  It's really cool that you are here! Greetings from Vienna,Austria\",\n",
       " \"I uploaded my  random fandom trailer to youtube, check it out in here. It's also in HD  http://tinyurl.com/d5oyfl\",\n",
       " '  yer it is...poor little ****  but she well doesnt deserve the stick off everyone! cowell once again going against producer',\n",
       " ' cupcake!!  you can call me anything but &quot;****&quot; i suppose..and even then under certain circumstances....',\n",
       " 'So lathargic... Definitely need today to rest. Sad bout havin to call out but mentally i needed to',\n",
       " 'NW Macedonia: Few rainy days in a row.',\n",
       " 'still awake.. will get some sleep i have to drive to Fortuna early.. Red Bull will guide me',\n",
       " \" You're welcome.\",\n",
       " ' Attach him to  after all mammals mammary glands will produce milk.  Or may be formula?',\n",
       " 'I just vacuumed my entire house three times. Screw all vacuums!!',\n",
       " 'GrimeStopper loss  client lost their job so we did too. Hope the quote later today turns into more work. Drowned my sorrows w a huge h ...',\n",
       " 'Had a nice concert yesterday. Nice location, nice people, it was great. But I have a bad cold since yesterday night  Being sick sucks!',\n",
       " 'hurray twin girls born on this beautiful May day',\n",
       " ' Cheers for that! Will have a look at that later and hopefully get sorted!',\n",
       " \"so had a freakin lond thursday  ready to hit the hay and surprise surprise I can't freakin sleep :/ Boo!\",\n",
       " \"DIDO &quot;US 2 Little Gods&quot; http://ow.ly/9UIn &quot;Just this moment/ Let it all stop here/ I've had my fill&quot;...words that make you panic...\",\n",
       " \" Good morning, baby  Yes, i slept like a rock. Refreshed &amp; ready for anything. How are you? *hugs you &amp; doesn't let go* Miss u\",\n",
       " \"Ok, i've eaten some food and now bored to death in my room. Seriously, there is nothing to do. Guitar been taken to the venue!\",\n",
       " \" we'll be back sunday to play @ the horse, I was out last night at mex you were not  miss you\",\n",
       " ' im feel verey tired  madry chasawy 9j !!!!!!!!!',\n",
       " \" that's really ultra sweet\",\n",
       " \"Happy Mother's Day to all Mums on Twitter\",\n",
       " \" You're still welcome - the door's wide enough for your zimmer frame\",\n",
       " ' no I like be able to say it and it be the truth. Instead of some magical mystery tour I get led on.',\n",
       " \"_trees  True. That's kind of your style isn't it  and less of the &quot;old chap&quot; ;-)\",\n",
       " 'had delicious pav + bhaaji + finely chopped onion + little dash of lemon  Yummy!',\n",
       " 'Migraine is fighting its way back from last night.',\n",
       " \"  you can have  ice cream, I'll have  kiss.\",\n",
       " 'wow...i have to many bookmarks...i just spent a good hour organizing',\n",
       " ' they are all over one is a fan with a vip and the other one is the winner of the twisted vid  het si weer eens raar gelopen, chaos',\n",
       " \"t'internet on blackberry fooked so no checking of the tweets and whether phill has taken up my request\",\n",
       " 'kids out for summer/ pool has been taken over/ no more tanning girls  #haiku #yayschoolisout #sarcasm',\n",
       " 'went to eastgardens and saw a lot of hillsong pastors there Now im going to Nicks for dinner. Cant wait to talk to you soon ',\n",
       " 'not feeling well at all today! ugh cant I just go home.',\n",
       " ' i looooove me some star trek. runs in the family',\n",
       " ' yes... nice. I missed a lot of fun. **** exams. you are looking good...hair',\n",
       " \"WHAT DO YOU WANT FROM ME?!  I'm awake.\",\n",
       " 'Has finally found her new flat.',\n",
       " 'Just got out of work',\n",
       " 'Back at home and phone my grandma... I love her and miss her',\n",
       " '_ i wanna go to the pub',\n",
       " 'Excited!!! Trousers on their way from Topshop, should be here in a couple of days',\n",
       " 'holiday time | got my grizzly bears cd, bit it wont read  | adventures tomorrow | swine flu is scaring me | i still have a cold',\n",
       " 'Watching Ryann!!  Gonna be a grand day!!!',\n",
       " 'goodnight!!!',\n",
       " 'my birthday chicken  http://bit.ly/whbuv',\n",
       " 'I Miss Daddy and Mommy',\n",
       " ' but but but. I want steak',\n",
       " 'I would Join you shopping but i have work all weekend  six degrees of seperation is confsuing',\n",
       " 'just watched terminator 2 and i cried, Its the one movie that makes me cry for some reason when arnie dies!  im lame!',\n",
       " 'yay i hit 50 subscribers on youtube. go me  lol.',\n",
       " 'Dude my butt itches  but i cant scratch it cause ppl r here',\n",
       " \" yeah, ok, that'll probably happen too.\",\n",
       " ' Thought you was one of the best on Heroes, pitty they are killing all of the good characters off  how do i use this thing!? lol',\n",
       " ' i would prefer 1 more monday',\n",
       " 'wishes I could be the one going to our conference in the Bahamas next week',\n",
       " 'just got back home with my disappointing report card',\n",
       " 'On the way to Wildomar, CA towing the Lexus',\n",
       " \" phil! I miss you gracin ya with your presence I haven't been on much  what's new?\",\n",
       " 'watching Season 2, episode 1 of House before bed... what a great bedtime story',\n",
       " \" sti's doin' just fine  how bout you?\",\n",
       " \" You're welcome!\",\n",
       " 'To all mothers in the world : happy mothers day',\n",
       " ' have your own style. it just might work.',\n",
       " ', you make baby jeebus cry',\n",
       " 'Season 2 of The Wire, done! Kinda weak compared to the first season but I expected that... Still good though  Season 3 here I come!',\n",
       " '_Hayward go two way mirrors',\n",
       " ' she could have been a lost dog  poor girl',\n",
       " 'While I remember, Nerd Hurdles rocks  Especially the tale of the currency of ironpoodonia',\n",
       " 'is sad cuz my mommy leaves to indy today',\n",
       " ' She lives!  You were so Twitter quiet after the race. Recovering or celebrating?  ps. #20 Fem. in your 1st marathon Wow!',\n",
       " \" We people? I'm just an amateur Ark builder, no political affiliation. All are welcome\",\n",
       " ' at once haha.  poor aby still gets sore!',\n",
       " 'ya could hit me up on aim or here cause i am mad bored nuttin 2 do',\n",
       " 'This world makes me sad',\n",
       " 'thankyou short stack for bringing out a second sydney show,, now im going to both  im so thankful for you guys being so good 2 ur fans',\n",
       " \" yeah I'm fine not to raid most things. Excepting liquor and cheese &amp; bacon balls\",\n",
       " \"Been working on my freakin' computer trying to save stuff on a harddrive and it seems I failed miserably.\",\n",
       " \"i thought ur account  was fake. but, it's true, sorry david!\",\n",
       " ' Goodnight lolsz',\n",
       " ' Hello James, who are you',\n",
       " ' still no class loaders, or even custom assembly loaders',\n",
       " ' me too bb',\n",
       " 'Our plane had landed!! FINALLY gonna get to board...an hour late.  stupid rain!!!',\n",
       " 'I know what would make me really tired, put me to sleep and I would sleep good!  ...RICE!!! Lmao!',\n",
       " 'i want to see go:audio, someone take me please?  5DAYS(L)',\n",
       " ' thank you. yes yes. hooray!',\n",
       " ' hope you have a great weekend,Paris',\n",
       " '  im trying to fix myself really but i need to stop cutting myself',\n",
       " 'My dad is taking me to school &amp; picking me up tomoz. Plus I have drama almost all day. Score bludge day',\n",
       " 'Going to bed. Hung out w. Aaron and Robin then took Aaron to Sunnys.',\n",
       " 'babysitting my hubby cam cam',\n",
       " ' it was nice to meet you tonight &amp; thanks!!',\n",
       " \" when it rains it pours - how true is that? I'm so sorry  I hate those kinda times.\",\n",
       " '&lt;-----bored to death',\n",
       " 'About to take a shower. Then see how annas doing',\n",
       " \" haha what can i say, you're a great teacher!! you learned from the best... Hannah Montana\",\n",
       " ' i saw this 6 week diet that was no sugar, no rice, no wheat, no potatoes, as much protein as you want. So i just did no sugar.',\n",
       " \"2pm today is Quiz Time at the Goat! Game shows to play and prizes to be won! Plus 'Toss Off Tommy' for free drinks! Today from 2! x\",\n",
       " \"Time for the hittin' the hay  Later tweeps. Ala Billy Cunningham, You are all Great Americans!\",\n",
       " ' i been coolin and **** ya know me',\n",
       " 'wow...you leave facebook alone for the weekend and get 60 new notifications. WHEW!',\n",
       " ' Hi, there you are! Rise and shine. Yes, I did. Pretty early for the last nights hours  But I slept like a baby though ...',\n",
       " ' o snapppp look who i found on twitter lollll',\n",
       " 'One interlock down one to go',\n",
       " ' So sorry to hear your terrible news   Thinking of you all x',\n",
       " ' congrats!',\n",
       " 'working until10',\n",
       " ' Sigh. It is a sad, lonely profession.',\n",
       " '  I was SUPPOSED to be coming...life got in the way lol give my friends a wild time!!!',\n",
       " 'and before i crash Grilled Chicken breast w/ reefried beans  Gnite Twitties',\n",
       " 'just slammed my finger in a car dor  FML ow',\n",
       " ' is that like Planes, Trains, and Automobiles?  Best of luck Juan Pelota.',\n",
       " \"_Kartz I've been studying for a year now  And 5 years in school...\",\n",
       " 'Nite Tweeple.  Tomorrow will be day 25 at work.',\n",
       " ' i think i am a bit, in love with his creations and wit but not that physically attracted to him although he has great style',\n",
       " 'lady is clean now, im going to calexico in a moment, i have so much things to do today, and i wanna go and watch the hanna montana movie',\n",
       " 'i have officially hit the wall, totally nonfunctionalproductive at work',\n",
       " ' oh noo.. i cant see it',\n",
       " 'Ohhhhh Barcalona. Please dont ruin this  #bgt',\n",
       " '  enjoy ur night',\n",
       " \" I don't know, I noticed that happens to me sometimes too.\",\n",
       " 'I wish I was laying in the sand listening to the waves crash against the shore!!!',\n",
       " '_newnew yea I saw the oil show u put on gotta I likes',\n",
       " ' Been meaning to email you for months. Your pre-reunion party must be coming up soon. Really wish I could be there. &gt;140 char soon',\n",
       " \" Nah... to be honest, I'm not a 'drinker' as such....  would rather have a protein shake and go for a run LOL\",\n",
       " \" that's what i did with my other friends dati e. i could totally do that.  Lian, Eina, Gelli, you, Zero &amp; Francis. we'll fit!\",\n",
       " \" you could say that. I left it in VT and have been Blackberryless since Tuesday Night. I'm lost\",\n",
       " \"3,144 words later, it's bedtime\",\n",
       " 'watered the tomato plants, pepper plants and lettuce, feeling all homely! off out with Freddie for a fun-packed day',\n",
       " \" she had another song out recently but it didn't get that much play\",\n",
       " \"RP : RP : RP : My crack...--Here's mine. ?----  I just threw up in my mouth lil bit--It's my legs, LOL.\",\n",
       " \"Nothing like In 'n' Out and a LOST marathon after a long day of work.\",\n",
       " \"tired and bored, watching movies while i'm home alone\",\n",
       " \"happy mother's day! everyone have a great day and make sure you go see ya mommas\",\n",
       " 'I need hugs from Joe Jonas',\n",
       " \" You're right....I'm 29 and  I've heard the song a time or two\",\n",
       " \"tomorrow it's the final competition\",\n",
       " 'happy mothers day, too all mums out there  remember treat your mum well, she brought you into this life =]',\n",
       " \" 2ND BREAKFAST !? I want more food =/ LOL. Tweet me what breakfast you're having  LOOOOOOLDING'\",\n",
       " 'Just got a bunch of presents in the mail from my mama! So excited to open them on my birthday... 3 more days!',\n",
       " ' I aint got no money to buy any cred to call u  and am in lONDON',\n",
       " ' lol, my current mp3 player is a brick. It would be nice to have something slim',\n",
       " 'Now have an unpleasant talk w/n-laws 2 look 4ward 2....',\n",
       " 'Got me a dark red hair dye, going to get some bleach',\n",
       " \"aaauuuggghhh! in n out, check! mcdonald's, check! haha, next is hot cheetos!\",\n",
       " ' ... you mean the fam , minus ahugs',\n",
       " \" You don't want to leave because secretly you know Australia is twenty times better than America!\",\n",
       " ' why you stop following me? Was I not cool enough for you?',\n",
       " 'D-Lab on MIT Open courseware http://is.gd/ygt5 There goes my chances of getting any work done in the next few weeks',\n",
       " '...I need a huge favor of love. Anticipate texts from me',\n",
       " '  so far surprisingly good responses. My dad offered to airbrush the old logo on the wall..but I think that might be overkill',\n",
       " ' I spoke but when niggas be looking at ya crazi all the time u just stop....  plus I always used to see yall when I just wanted',\n",
       " '_za its not fruit, its those sugar covered sweets. My tummy is not happy',\n",
       " '  hey!, which song was that? I would like to listen to it',\n",
       " ' alright cool. See you tomorrow  thank you!',\n",
       " \" You're welcome! It's been a wonderful day  How about you? Stayin outta trouble or should I be ready to crash a party? LOL\",\n",
       " 'Brownie sundaes at Five and Dumpster. Blood Bros on iTunes. Palm Reader was closed  Fun at the 371 anyway.',\n",
       " ' i was in front of u the other day i waved and u didnt  off to eddie izzard now!',\n",
       " ' http://bit.ly/13f5m0  You are not alone in your disbelief but I am quite happy with evolution. It beats the alternatives posited',\n",
       " \"Ok ... the passengers ... no one is alive ... they're all dead ... you just don't know it til the end ... then you cry ...\",\n",
       " ' You have a DM amigui',\n",
       " \"I did the dishes and I'm now on a train to Newcastle. Have to leave #nontweetinggirlfriend behind for 2 weeks, which is always a bit sad\",\n",
       " \"@_finn_ Except I dropped him on my break and now he's got a ding in his side.  At least it wasn't the screen.\",\n",
       " ' we should definately be in Paris that week. if I get a job we most certainly will be',\n",
       " ' Just seeing if anyone was still awake',\n",
       " 'Two day hangover',\n",
       " 'http://twitpic.com/4w8kr - meet Bella the new member of the family!!',\n",
       " \"Just helped save a runaway dog. he didn't want to be my friend, though.\",\n",
       " 'And figuring out how to watch Middlesbrough games next year, after the dreaded drop.',\n",
       " '_tina @_adriii guys  i am literally going to sydney in the june/july hols. can we meet? i wanna try one of those lindt cafes!',\n",
       " \" it is so sad that me and my roommate fry chicken just about every night @ 330 4. We just finished tonight's batch\",\n",
       " ' yes I am',\n",
       " ' LMAO shush. with my illness comes the joys of multiple mouth ulcers, and i think they are coming back  they JUST healed',\n",
       " \"_The_BC well, in the end, everyone's happy (most of the time)\",\n",
       " \" I really haven't got the hang of these hash tags have I?\",\n",
       " \" ok2  g'nyt? Haha too early.\",\n",
       " \" wish we could come see u on Denver  husband lost his job and can't afford it\",\n",
       " ' what lol?',\n",
       " ' under a week delivery to OZ, awesome product, awesome prices. The parcel today made my day',\n",
       " \" You're welcome!  How much longer until it's colored in?\",\n",
       " ': Loved it!  Would never have thought he was into the iCarly version of Beanie Babies. xD',\n",
       " 'learn to fly higher...!  http://tinyurl.com/30tools',\n",
       " \" we watched that one day in the middle of playing-- it REALLY doesn't hold up\",\n",
       " 'Suddenly I remember all the memories with him  ohhh please',\n",
       " \"Have to leave to meet  now. I'm looking forward to seeing him, but I'm so not done what I wanted to. Boo-urns. Wish I was @ work.\",\n",
       " \"No burgers to be found. New (old) camera to play with though, so that's excellent.\",\n",
       " ' Hee Hee! I only holiday in the gutter, try to get there once a week at least! Welcome! lol  ****',\n",
       " 'first night sleeping in my new home',\n",
       " ' nah, they look better  but i label the tops with the latin names and only access them that way... no need to turn anything!',\n",
       " 'Had to eat my sandwhich since guys were in a meeting. No sushi to brag about.',\n",
       " \"OK tweeps.. sorry. too many twitpic. I'll delete those pics as soon as  had 'em copied\",\n",
       " ' nope no love',\n",
       " \"hoping i didn't fail english. that would just be sad\",\n",
       " \" You are too kind! I swear I'm always feeding someone!\",\n",
       " 'samberg and timberlake collaboration; **** in a box',\n",
       " \"Well it's official I have strep\",\n",
       " 'http://bit.ly/137cTy How about some Celtic up in our lives?',\n",
       " 'nomatter how much i sleep am still tired',\n",
       " ' one of them is',\n",
       " ' I am UCE, I did my PGCE there   went to Leicester for my main degree though ...',\n",
       " \" i don't like to see you like this...  there must be something to make you smile...\",\n",
       " 'Going To the dentist',\n",
       " \" I'm only allergic to some bunnies. Are you allergic to all fur? That sucks! Isn't that cosmic irony, a furry allergic to fur!\",\n",
       " \" *hugs hugs hugs* I'm glad you're feeling better.\",\n",
       " \"I'll go now.I'll watch teen nick!\",\n",
       " \"What am I doing atm? http://twitpic.com/4jmeh Oh yeah. Apple Juice  I'm such a rebel!\",\n",
       " ' I know that feeling.',\n",
       " 'baseball games whoo hooo  when to banquet yesterday at the hyhtt sooo fun',\n",
       " 'mom just woke me u[p and i am so mad i was dreaming about  shoes  she whants me to go to the river it is so stupid',\n",
       " ' Yeah. Me too. Will lookout on your tweets too. Happy Tweeting',\n",
       " ' aaaa i cant go to his pagee  It really exist?',\n",
       " \"Not in a good mood.  My mama's away with my sis so can't talk to either of them and my boy can't see me this weekend as planned.\",\n",
       " \"This weekend I started a &quot;Healthy Lifeestyle&quot; - not Diet!     Let's see how it goes - will keep ya posted on my progress.\",\n",
       " \"Sleepy time! Happy Mothers' Day to current and future moms around the globe!\",\n",
       " ' depressed that both of those are already out but yours isnt. I want your book!!',\n",
       " \"morning darlin'  Hope you're feelin' tip-top  ? http://blip.fm/~5z7zs\",\n",
       " 'A 35 minutos... Split-up.',\n",
       " ' the balance is ~$8,000. unfortunately i havent been able to find a card that has a limit high enough to transfer the whole thing',\n",
       " 'bbq was great... just relaxing around the house!  dont wanna leave my city but have to tomorrow... got to clean the house when i get back',\n",
       " ' Uh oh!  Hope nothing too damaged.',\n",
       " 'my head huwwts',\n",
       " 'is gutted she isnt going out tonight',\n",
       " \"_Punk_Robot  wtf.....winter isn't due til monday, am freezing\",\n",
       " 'So I got up, went outside planted a few flowers and watched a lee evans DVD. Who knew bank holidays were so fun',\n",
       " \"this week of mine was not easy!  but finally it's over! (:\",\n",
       " ' never a relaxing weekend for the allahpundit',\n",
       " ...]"
      ]
     },
     "execution_count": 20,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "corpus_tr"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Compressed Sparse Row matrix\n",
      "\n",
      "This can be instantiated in several ways:\n",
      "    csr_matrix(D)\n",
      "        with a dense matrix or rank-2 ndarray D\n",
      "\n",
      "    csr_matrix(S)\n",
      "        with another sparse matrix S (equivalent to S.tocsr())\n",
      "\n",
      "    csr_matrix((M, N), [dtype])\n",
      "        to construct an empty matrix with shape (M, N)\n",
      "        dtype is optional, defaulting to dtype='d'.\n",
      "\n",
      "    csr_matrix((data, (row_ind, col_ind)), [shape=(M, N)])\n",
      "        where ``data``, ``row_ind`` and ``col_ind`` satisfy the\n",
      "        relationship ``a[row_ind[k], col_ind[k]] = data[k]``.\n",
      "\n",
      "    csr_matrix((data, indices, indptr), [shape=(M, N)])\n",
      "        is the standard CSR representation where the column indices for\n",
      "        row i are stored in ``indices[indptr[i]:indptr[i+1]]`` and their\n",
      "        corresponding values are stored in ``data[indptr[i]:indptr[i+1]]``.\n",
      "        If the shape parameter is not supplied, the matrix dimensions\n",
      "        are inferred from the index arrays.\n",
      "\n",
      "Attributes\n",
      "----------\n",
      "dtype : dtype\n",
      "    Data type of the matrix\n",
      "shape : 2-tuple\n",
      "    Shape of the matrix\n",
      "ndim : int\n",
      "    Number of dimensions (this is always 2)\n",
      "nnz\n",
      "    Number of stored values, including explicit zeros\n",
      "data\n",
      "    CSR format data array of the matrix\n",
      "indices\n",
      "    CSR format index array of the matrix\n",
      "indptr\n",
      "    CSR format index pointer array of the matrix\n",
      "has_sorted_indices\n",
      "    Whether indices are sorted\n",
      "\n",
      "Notes\n",
      "-----\n",
      "\n",
      "Sparse matrices can be used in arithmetic operations: they support\n",
      "addition, subtraction, multiplication, division, and matrix power.\n",
      "\n",
      "Advantages of the CSR format\n",
      "  - efficient arithmetic operations CSR + CSR, CSR * CSR, etc.\n",
      "  - efficient row slicing\n",
      "  - fast matrix vector products\n",
      "\n",
      "Disadvantages of the CSR format\n",
      "  - slow column slicing operations (consider CSC)\n",
      "  - changes to the sparsity structure are expensive (consider LIL or DOK)\n",
      "\n",
      "Examples\n",
      "--------\n",
      "\n",
      ">>> import numpy as np\n",
      ">>> from scipy.sparse import csr_matrix\n",
      ">>> csr_matrix((3, 4), dtype=np.int8).toarray()\n",
      "array([[0, 0, 0, 0],\n",
      "       [0, 0, 0, 0],\n",
      "       [0, 0, 0, 0]], dtype=int8)\n",
      "\n",
      ">>> row = np.array([0, 0, 1, 2, 2, 2])\n",
      ">>> col = np.array([0, 2, 2, 0, 1, 2])\n",
      ">>> data = np.array([1, 2, 3, 4, 5, 6])\n",
      ">>> csr_matrix((data, (row, col)), shape=(3, 3)).toarray()\n",
      "array([[1, 0, 2],\n",
      "       [0, 0, 3],\n",
      "       [4, 5, 6]])\n",
      "\n",
      ">>> indptr = np.array([0, 2, 3, 6])\n",
      ">>> indices = np.array([0, 2, 2, 0, 1, 2])\n",
      ">>> data = np.array([1, 2, 3, 4, 5, 6])\n",
      ">>> csr_matrix((data, indices, indptr), shape=(3, 3)).toarray()\n",
      "array([[1, 0, 2],\n",
      "       [0, 0, 3],\n",
      "       [4, 5, 6]])\n",
      "\n",
      "As an example of how to construct a CSR matrix incrementally,\n",
      "the following snippet builds a term-document matrix from texts:\n",
      "\n",
      ">>> docs = [[\"hello\", \"world\", \"hello\"], [\"goodbye\", \"cruel\", \"world\"]]\n",
      ">>> indptr = [0]\n",
      ">>> indices = []\n",
      ">>> data = []\n",
      ">>> vocabulary = {}\n",
      ">>> for d in docs:\n",
      "...     for term in d:\n",
      "...         index = vocabulary.setdefault(term, len(vocabulary))\n",
      "...         indices.append(index)\n",
      "...         data.append(1)\n",
      "...     indptr.append(len(indices))\n",
      "...\n",
      ">>> csr_matrix((data, indices, indptr), dtype=int).toarray()\n",
      "array([[2, 1, 0, 0],\n",
      "       [0, 1, 1, 1]])\n",
      "None\n"
     ]
    }
   ],
   "source": [
    "X_tr = vectorizer.fit_transform(corpus_tr)\n",
    "print(np.info(X_tr))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "metadata": {},
   "outputs": [],
   "source": [
    "X_tr = X_tr.toarray()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "class:  ndarray\n",
      "shape:  (27485, 26447)\n",
      "strides:  (211576, 8)\n",
      "itemsize:  8\n",
      "aligned:  True\n",
      "contiguous:  True\n",
      "fortran:  False\n",
      "data pointer: 0x7fa845639010\n",
      "byteorder:  little\n",
      "byteswap:  False\n",
      "type: int64\n",
      "None\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "(27485, 26447)"
      ]
     },
     "execution_count": 24,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "print(np.info(X_tr))\n",
    "X_tr.shape"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "['00', '000', '000th', '00am', '00pm', '01', '02', '024', '02mxjj', '03', '04', '05', '05ixbj', '06', '060', '0600', '06am', '07', '07am', '07jzs', '07k6e', '07k6x', '07kbq', '07kjr', '07xfs', '07xoh', '07xoi', '08', '08kaifj', '09', '097dfj', '0_o', '0a7v3j', '0f', '0ghz', '0guyoj', '0k', '0l2tsj', '0mqko', '0n', '0rpm', '0ut', '0xhu5j', '0zywwj', '10', '100', '1000', '10000000000', '100000000000000000000000000000000000', '1000th', '1000x', '100greatestgames', '100msg', '100th', '100x', '101', '1017', '102', '103', '1030', '1034415', '103f', '104', '104m6wj', '105', '106', '107', '108', '109', '1095', '10am', '10days', '10jsepj', '10k', '10m', '10mins', '10mm', '10p', '10pm', '10th', '10ty', '10uemq', '10yr', '11', '110', '1100', '1115', '1123', '1130', '1155hours', '116', '117th', '11am', '11e', '11pm', '11th', '11w', '12', '120', '121908inlove', '123', '128', '12am', '12f0y', '12hr', '12k', '12lbs', '12p', '12r3c3', '12seconds', '12st', '12th', '12yr', '13', '130', '1300', '131', '1313', '132', '13341015518', '135', '13576', '137cty', '138', '1386am', '13f5m0', '13gigs', '13nfk1', '13pdrmj', '13pqtw', '13th', '13tolife', '14', '140', '143', '144', '145', '147', '147heu', '14m', '14mph', '14th', '14yr', '15', '150', '1500', '1500ft', '1500rpm', '1505', '153bpm', '154upj', '1560', '15am', '15c', '15fo4x', '15gb', '15h30', '15mins', '15minutes', '15th', '15yyid', '16', '160', '1600th', '160hp', '1638824', '165', '1654', '167', '1695368792', '16k', '16lbs', '16th', '16urvv', '16w6zv', '16ï', '17', '170', '1701', '170th', '1750', '1752876129', '177', '17again', '17cy61', '17jiy8', '17th', '17zw1j', '18', '180', '1800', '181', '182', '182397', '1828x1556', '1841', '186', '1864ml', '18aeg8', '18hrs', '18kwzh', '18mos', '18th', '19', '190', '1930', '1939', '1946', '1948', '1971', '1973', '198', '1980s', '1984', '1986', '1987', '1991', '1992', '1994', '1995', '1996', '1999', '199zwd', '19th', '1am', '1bi7ad', '1c', '1direction', '1doeej', '1e15', '1fav', '1gb', '1gurq', '1h30m', '1h33mn', '1hour', '1hr', '1k', '1kg', '1km', '1million', '1ntp', '1ofmy', '1pm', '1s', '1st', '1tb', '1thing', '1ujzq', '1vn0', '1x', '1x2610', '1xiz', '1xri', '1zpf', '1zu9', '1zyg', '20', '200', '2000', '2001', '2002', '2003', '2005', '2006', '2007', '2008', '2009', '200f2', '200km', '200lbs', '2010', '2011', '2015', '201th', '2025', '2026', '205', '209', '20am', '20dd', '20gf', '20min', '20mins', '20pm', '20somethin', '20th', '20x', '20yrs', '21', '2134', '2144', '21589', '2164', '21cu', '21life', '21month', '21rk', '21st', '21uf', '22', '220', '221', '2215', '222', '2220', '22hrs', '22nd', '23', '230', '234', '2345', '236', '236am', '237', '2396', '239k', '23b', '23rd', '24', '240', '24hr', '24hrs', '24mer', '24th', '25', '250', '2500', '250e', '250gb', '250k', '253ce', '255', '25c', '25k', '25mbps', '25ï', '26', '260', '262', '2630', '26498457', '26733333', '27', '27th', '28', '2837', '286', '2888mo', '28c', '28hh', '28th', '28ï', '29', '291km', '2923848932', '299', '29th', '29yr', '2a', '2aa0m', '2agcth', '2am', '2b', '2cal', '2ce', '2d', '2day', '2dives', '2dmtn', '2do', '2field', '2for1', '2ft', '2gather', '2getha', '2gether', '2ghz', '2goin', '2hear', '2hi2t4y', '2hours', '2hpbg4', '2hrs', '2j3l', '2k6', '2kids', '2l', '2l63l', '2m', '2maro', '2me', '2moro', '2morrow', '2moz', '2mrw', '2my', '2nd', '2ndary', '2night', '2nit', '2nite', '2njv', '2nlc', '2nte', '2nyt', '2pm', '2s1y', '2sljbw', '2stop', '2sw4v', '2toa', '2twitter', '2uhs', '2urgp', '2uzx4', '2ve', '2vko', '2w5v', '2x', '2x2924', '2xdpf', '2xjoc', '2yr', '2zemt', '2zgfk', '30', '300', '3000', '300th', '302', '306', '30am', '30c', '30day', '30mins', '30p', '30pm', '30rc4', '30rock', '30s', '30sec', '30stm', '30th', '30tools', '30yo', '30ï', '31', '311', '3180758', '31st', '31th', '32', '320', '320gb', '32665', '32mb', '33', '330', '330pm', '333', '3333', '33333', '333333', '333333333', '33333333333', '333622', '336u5', '33hus', '34', '34mb', '35', '350', '35am', '35mins', '35th', '36', '360', '3647', '365', '368558682', '36pz', '37', '371', '37nnd', '37wt5f', '38', '3800', '38am', '38pm', '38th', '39', '395', '3alaiiik', '3am', '3bnas', '3bt', '3d', '3ds', '3g', '3goxn', '3hannah', '3hours', '3hrs', '3jfg', '3k', '3koyqo', '3lbs', '3lin', '3lqux', '3mb', '3mdce', '3nid8', '3nzth', '3o3zxoj', '3o7rv', '3oh', '3oth', '3pj876', '3pjnc', '3pm', '3rd', '3to7', '3u', '3ware', '3wordsaftersex', '3x', '3x2500', '3x3', '3x3wq', '3xm7d', '3yeem', '3ysav', '40', '400', '400e', '400mb', '400th', '401', '404', '40404', '405', '409', '4096', '40k', '40mins', '41', '411', '416b7', '418', '41dbn', '42', '42nd', '43', '44', '449yj', '44am', '44secs', '45', '450', '45am', '45pm', '45r61', '45th', '46', '460', '4603', '461', '468', '46am', '47', '47days', '48', '4817', '483892161', '48am', '48gy0', '48hours', '48hoursnz', '49', '49am', '4a', '4am', '4bckp', '4ce', '4d', '4d8', '4days', '4ever', '4fnaa', '4fzo7', '4g', '4gb', '4gemf', '4get', '4give', '4gnlp', '4got', '4hbs5', '4hours', '4hsd2', '4i2zu', '4i3g6', '4iq19', '4iw0x', '4j585', '4j6kc', '4j8us', '4j8yk', '4j91r', '4j92o', '4j95z', '4j99z', '4j9eo', '4j9fb', '4j9x4', '4ja12', '4ja4b', '4ja93', '4jalj', '4jam0', '4jas7', '4jaw9', '4jax3', '4jaz5', '4jazs', '4jb0q', '4jb4o', '4jb66', '4jbba', '4jbsq', '4jbzv', '4jccd', '4jcf1', '4jcfg', '4jcjj', '4jcjr', '4jcwm', '4jcxr', '4jdrg', '4jdtj', '4jeij', '4jerc', '4jewc', '4jez4', '4jf4k', '4jf4m', '4jfg4', '4jfkw', '4jg09', '4jgro', '4jhe5', '4jhn7', '4jhp8', '4jip9', '4jj43', '4jj4j', '4jjdx', '4jjlc', '4jjy9', '4jk42', '4jk6b', '4jkea', '4jken', '4jkes', '4jkvh', '4jkvl', '4jloj', '4jmeh', '4k', '4m9up', '4more', '4nbx4', '4phze', '4pm', '4qfl3', '4qpzx', '4real', '4sx96', '4t4jv', '4t6qx', '4th', '4u', '4ukqe', '4us', '4uy8l', '4v0vr', '4vdc3', '4ve84', '4vgzy', '4visl', '4vp3x', '4vuuy', '4vvou', '4vw9a', '4w06l', '4w0yj', '4w1rr', '4w1s0', '4w22u', '4w269', '4w2ls', '4w3fi', '4w3he', '4w425', '4w472', '4w483', '4w52z', '4w5sy', '4w67l', '4w6lf', '4w70j', '4w8cw', '4w8ja', '4w8kr', '4w8l1', '4w9pe', '4w9w6', '4w9zb', '4wah5', '4ward', '4wauk', '4wb42', '4wb52', '4wbn6', '4wc1k', '4wc1y', '4wcpt', '4wcqa', '4wdgr', '4wdui', '4we4j', '4we51', '4we5w', '4weeks', '4wegx', '4wehl', '4wf30', '4wf3a', '4wfeo', '4wfqn', '4wfs8', '4wg12', '4wgoi', '4wh0l', '4wh0o', '4wh4d', '4whaf', '4wi78', '4wij6', '4wjai', '4wk9i', '4wkhi', '4wkpl', '4wkym', '4wkzi', '4wl7x', '4wlgi', '4wlpf', '4wmaw', '4wn29', '4wn9q', '4woxi', '4wp8l', '4wppe', '4wppn', '4wqe8', '4wqfv', '4wqy4', '4wr8k', '4wrrp', '4wrxq', '4wry2', '4ws3m', '4ws8w', '4ws9r', '4wsjr', '4wsk3', '4wssc', '4wsst', '4wsue', '4wsxi', '4wsy6', '4wt8a', '4wt8k', '4wtom', '4wtyj', '4wtzj', '4wua7', '4wukt', '4x4s', '4yr', '50', '500', '5000', '500d', '500kb', '501', '502', '50am', '50k', '50mm', '50p', '51', '511q', '511r', '516', '5163602', '518', '52', '527', '52aw', '52ï', '53', '530', '530am', '530p', '539', '53am', '5405', '54khn', '55', '5500', '5529634599', '55am', '55c', '55hq2o', '56', '5608012', '5626035', '56pm', '57', '57am', '58', '590', '5900', '5am', '5days', '5e7dr', '5ghz', '5h3ad', '5hours', '5jboh', '5jbp3', '5jbvo', '5jckp', '5jd4b', '5jehr', '5jeu7', '5jf53', '5jfu9', '5jfuu', '5jg0u', '5jg16', '5jg6f', '5jgj3', '5jhim', '5jhtq', '5jhtv', '5jib6', '5jimj', '5jjcc', '5jkbc', '5jkbp', '5jkpz', '5jnl7', '5jnv2', '5jo4w', '5joo9', '5jq91', '5jq9o', '5jtyh', '5jucn', '5jv7j', '5k', '5ke', '5km', '5mths', '5o', '5ofzj', '5pblz', '5pm', '5rylt', '5s5f9', '5sec', '5th', '5ut6j', '5wb0k', '5ygpg', '5yk38', '5ynxo', '5ynxr', '5yomt', '5yroy', '5ytke', '5yvnd', '5yxd4', '5yyud', '5yzb6', '5z05g', '5z0dc', '5z10d', '5z193', '5z2g9', '5z2sv', '5z2zo', '5z309', '5z36j', '5z3ij', '5z3oq', '5z4p7', '5z4uq', '5z4ve', '5z50g', '5z5kz', '5z5uw', '5z639', '5z6y6', '5z7cg', '5z7v3', '5z7zs', '5z7zv', '60', '600', '600k', '600th', '60gb', '60hrs', '60k', '60s', '60th', '61', '612', '613', '614', '616974', '617', '61aam', '61oj0', '61ov1', '624qo', '626', '63', '630', '630p', '630pm', '6386106', '63ef', '64', '6402509', '64g3b', '64mdc', '64ozr7', '65', '6500km', '650mb', '658166', '66', '660vv', '662vk', '663vr', '664b7', '664uz', '665a2', '665n7', '665to', '665w2', '666gy', '667a4', '6695k', '6698b', '669l2', '669nm', '66l83', '66ltb', '66m7f', '66of2', '66pn1', '66q88', '66r0u', '66roi', '66sbz', '66shw', '66st1', '66tyb', '66u67', '66uor', '66ust', '66vdn', '66vld', '66vlw', '66wxk', '66xlm', '66y00', '66yb9', '66ydb', '66z7a', '66zfd', '66zls', '67', '670', '670rw', '670tp', '6714p', '672s3', '67318', '673vt', '674p1', '675t7', '675tw', '675u6', '676hv', '676hz', '676tn', '677bi', '677xt', '6789998212', '6790', '67aim', '67azl', '67bpd', '67di2', '67eba', '67f8o', '67f8q', '67fcj', '67gwh', '67gzx', '67hac', '67hvr', '67hw5', '67i82', '67iab', '67jq9', '67jzp', '67k9w', '67kb6', '67kvt', '67l90', '67ljj', '67mj4', '67nht', '67nxe', '67ot5', '67owu', '67qhz', '67qv3', '67rcp', '67rt8', '67sk5r', '67tcr', '67to5', '67tp9', '67twh', '67uc7', '67w20', '67wa0', '67wb4', '67x74', '67x7n', '67x8k', '67xs0', '67xv3', '67ykl', '67z2q', '67zgz', '68', '6814w', '6831309', '687', '6877293', '6878284', '6891977', '69', '695', '697', '6am', '6fgxd', '6ft', '6hesz', '6hrs', '6jo0v', '6jwjmy', '6k', '6msg', '6nkpuz', '6pm', '6pwwlj', '6rwwtj', '6th', '6urrxta8dom', '6wks', '70', '700', '701', '70mpg', '70s', '71', '71st', '72', '73', '730p', '730pm', '73275306275', '73kg', '74', '745', '75', '7500', '75c', '75th', '76', '77', '777', '78', '78277', '7846', '789', '7891', '78qvz', '79', '790', '79fcr', '79l0q', '79ï', '7a10a', '7af72', '7ag', '7aigm', '7am', '7day', '7pm', '7th', '7vikc', '7y68', '80', '800', '800mhz', '800x', '805', '808', '80s', '80th', '81', '81st', '82', '82k', '830', '8330', '85', '86', '865', '87', '8703', '88', '880', '8830', '888', '88db', '88th', '89', '8a', '8am', '8c36ej', '8d', '8gb8r', '8hrs', '8k', '8m68', '8mm', '8pm', '8q6cjc', '8qagh', '8th', '8w7iq', '8weeks', '90', '900', '9000', '90210', '90mm', '90mph', '90s', '90th', '91', '9100', '911', '9128', '914044621160', '91610', '92', '930', '930a', '94', '95', '95sx', '96', '9650se', '97', '970', '99', '999', '99pb5', '99usd', '9am', '9followers', '9ftuv3xmrn0', '9h', '9j', '9mua', '9pm', '9r46tahxefkt', '9th', '9uin', '9vbzg', '9ydhu', '9yn5', '9yr', '_0', '_007', '_01', '_01xx', '_03', '_0407', '_04071991', '_05', '_09', '_0981', '_0_tronic', '_0robertpatt', '_1', '_10807', '_10k', '_11', '_1210', '_123', '_127', '_13', '_15', '_19', '_1988', '_1990', '_1993', '_1999', '_2', '_20', '_2008', '_21thanks', '_22', '_2229', '_26', '_2890', '_2gnt', '_2nd', '_3', '_30439', '_333', '_370', '_3girls', '_4', '_420', '_44', '_47', '_58', '_654', '_76', '_78', '_785', '_786', '_85', '_98', '__', '___', '____', '_____', '____________', '_____________', '__buckley', '__cullen_', '__d', '__diamond', '__emilyy', '__hell', '__jasper_hale__', '__jazz__', '__marie', '__sandy', '__sugar', '_a', '_a4l', '_a_bo0', '_a_hart', '_a_michael', '_a_r_a', '_a_tx', '_achillies', '_ackles', '_ada_franco', '_addict', '_adriii', '_agressiva23', '_aguirre', '_agwl', '_ahoy', '_ahseya_', '_ai_08', '_aid16', '_aisa', '_aislinntighee', '_aitana', '_aka_rowan', '_alexajordan', '_alicev', '_aloud', '_always3', '_am', '_am_umlaut', '_anais', '_and_easy', '_and_jay', '_and_zi', '_anderson', '_anekie', '_angel', '_angel84', '_anh', '_anke', '_ann_cole', '_anniemay', '_another_1', '_anr_shine', '_anshul', '_anstee', '_apple', '_apuya', '_ara', '_archie', '_are_fire', '_argie', '_aries', '_artillero', '_ary', '_asher', '_ashley', '_assassin', '_aston', '_astri', '_at_work', '_attack', '_atticus', '_au', '_august84', '_augustine', '_aureole', '_autism', '_avenue', '_awake', '_aygee', '_b', '_b_', '_b_10', '_b_judah', '_babe', '_babsi', '_baby', '_bach', '_baffoon', '_bailon', '_bambu', '_bandoni', '_bayliss', '_bba', '_bbcrew', '_beachmex', '_beanz', '_beckett', '_beckiie_x', '_beckwith', '_bee', '_beery', '_beez', '_beli', '_believer', '_bella_cullen13', '_bennett', '_benson', '_benzo', '_berra', '_bexi', '_beyond', '_bhb', '_bill2030', '_billiam', '_bishop', '_bizzle', '_blache', '_blehh', '_bloggerific', '_blogs', '_bloody_poet', '_blue', '_bmac', '_bob7', '_boduch', '_bones', '_boo', '_booey', '_bop', '_bosworth', '_brad', '_brads', '_breannarose', '_bree', '_brody', '_brown', '_bug68', '_bui', '_bum', '_buns', '_burnett', '_butler', '_by_spork', '_c', '_c_a_s_', '_cabrera', '_caine', '_cali', '_call', '_callmecourt', '_cantus_', '_careerbuilder_', '_carroll', '_carter', '_caruso', '_casagrande', '_cass', '_cassian', '_cat', '_catchfire', '_cath', '_cera', '_chander', '_chapman', '_charlotte', '_chellebelle_', '_cheryl', '_cheshire_cat_', '_chick', '_chiel', '_chip', '_chloe', '_chrissy22', '_christie', '_chung', '_ci', '_city', '_claire', '_clp', '_club', '_cm', '_cochran', '_cohen', '_coleman', '_colossus', '_com', '_company', '_confidential', '_connors', '_conrad', '_control', '_cook', '_cool', '_coppinger', 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'xxxxxxxxxxxxxxxxx', 'xxxxxxxxxxxxxxxxxxx', 'xxxxxxxxxxxxxxxxxxxxxx', 'xyb1qw8cb', 'xyt1qynya', 'xz31werch', 'y4it', 'ya', 'yaa', 'yaaaaaaaaaaaay', 'yaaaaaaay', 'yaaaaaay', 'yaaaaaayy', 'yaaaaay', 'yaaaawwwwnnnn', 'yaaaay', 'yaaawn', 'yaaay', 'yaaayyy', 'yaas', 'yaaw', 'yaay', 'yaayy', 'yacht', 'yaeh', 'yaer', 'yah', 'yahh', 'yahoo', 'yahooo', 'yahoooo', 'yahyan', 'yal', 'yale', 'yall', 'yan', 'yang', 'yani', 'yankees', 'yanks', 'yano', 'yao', 'yaoo', 'yard', 'yardhouse', 'yards', 'yardsale', 'yaris', 'yarn', 'yas', 'yat', 'yata', 'yawn', 'yay', 'yaya', 'yayay', 'yaymen', 'yayness', 'yays', 'yayschoolisout', 'yayy', 'yayyayyay', 'yayyy', 'yayyyyyyy', 'yayyyyyyyyyyy', 'yayz', 'ybd0', 'ybwm', 'yday', 'ye', 'ye6le3ni', 'yea', 'yeaa', 'yeaaa', 'yeaaaaaah', 'yeaaaah', 'yeaaah', 'yeaah', 'yeah', 'yeahh', 'yeahhh', 'yeahhhh', 'yeahhhhh', 'yeahhhhhhhhhhhhh', 'yeahhhhhyaaaaaa', 'yeahness', 'yeahs', 'year', 'yearbook', 'yearbooks', 'yearling', 'yearly', 'yearrrr', 'years', 'yearsssssss', 'yeasterday', 'yeaterday', 'yeaup', 'yeay', 'yeayy', 'yeayyy', 'yee', 'yeee', 'yeeeah', 'yeeee', 'yeeeeah', 'yeeeee', 'yeeeeeeeee', 'yeeeeeessss', 'yeeeehaaa', 'yeeet', 'yeeh', 'yeehah', 'yeey', 'yeg', 'yeh', 'yeha', 'yehey', 'yehhaaaaaaa', 'yell', 'yelled', 'yelling', 'yellow', 'yellowish', 'yen', 'yep', 'yeps', 'yer', 'yes', 'yes2', 'yes2dy', 'yesert', 'yesh', 'yess', 'yessir', 'yesss', 'yessss', 'yesssss', 'yesssssir', 'yessssss', 'yessssssir', 'yesssssssssss', 'yessum', 'yest', 'yestarday', 'yesterday', 'yesterdayy', 'yesty', 'yesy', 'yesyesyes', 'yet', 'yew', 'yey', 'yeyah', 'yezzzir', 'yfrog', 'yg', 'ygcp3f', 'ygt5', 'yh', 'yhana09', 'yhaw', 'yhere', 'yi', 'yield', 'yiha', 'yiiiit', 'yikes', 'yikeysss', 'yinz', 'yip', 'yipee', 'yippee', 'yippeee', 'yippie', 'yippiee', 'yir', 'yj', 'yjpq', 'ykyat', 'yl', 'yly0i', 'ym', 'ymous', 'yn', 'yo', 'yoda', 'yoga', 'yogg', 'yoghurt', 'yogulicious', 'yogurt', 'yogurting', 'yogurtland', 'yoke', 'yoko', 'yolanda', 'yolonda', 'yon', 'yonkers', 'yoo', 'yooo', 'yoooo', 'yooooooo', 'yoooooooooooooooooooou', 'yoooooooou', 'yoooouuu', 'yoooouuuu', 'yoou', 'yoplait', 'york', 'yorker', 'yorks', 'yorkshire', 'yosemite', 'you', 'youhhhhhhh', 'youknowimsofreshtilldeath', 'youl', 'youll', 'young', 'younge', 'younger', 'youngest', 'youngster', 'youporn', 'your', 'yourbiggestfan', 'youre', 'youregreat', 'yourname', 'yourock', 'yours', 'yourself', 'yourselves', 'yourz', 'yous', 'youself', 'youstinkatrespondingtotexts', 'youth', 'youtube', 'youu', 'youuu', 'youuuchuuub', 'youuuu', 'youuuuu', 'youuuuuu', 'youuuuuuu', 'youuuuuuuuuuu', 'youï', 'yow', 'yoyo', 'yr', 'yrbook', 'yrold', 'yrs', 'ysah', 'ysc', 'yself', 'ysj', 'yt', 'yu', 'yuck', 'yucky', 'yuen', 'yuhh', 'yujm', 'yuk', 'yukky', 'yul', 'yultron', 'yum', 'yumb', 'yumm', 'yummiest', 'yummm', 'yummmm', 'yummmmmyyyy', 'yummmmy', 'yummy', 'yummyyy', 'yumyum', 'yun', 'yung', 'yuotube', 'yup', 'yupp', 'yuppie', 'yups', 'yur', 'yus', 'yuu', 'yuup', 'yuuum', 'yuuup', 'yvonne', 'yvr', 'yw', 'yyyyuck', 'yyyyyyyyyoooooooooouuuuu', 'yï', 'za', 'zac', 'zaccie', 'zach', 'zachary', 'zachy', 'zack', 'zad', 'zahedan', 'zak', 'zammo', 'zane', 'zap', 'zapatos', 'zappa', 'zavaroni', 'zbrush', 'zd', 'ze', 'zealand', 'zeb', 'zebra', 'zeitgeist', 'zeke', 'zelda', 'zemote', 'zen', 'zend', 'zenh', 'zenjar', 'zensify', 'zent', 'zero', 'zeropoint', 'zeros', 'zeta', 'zguqp', 'zic', 'zimmer', 'zion', 'zip', 'zipcode', 'zippys', 'zit', 'znl', 'zo', 'zoe', 'zoey', 'zoidberg', 'zoita', 'zojuist', 'zombie', 'zombiepix', 'zombies', 'zomg', 'zommgg', 'zone', 'zoned', 'zongzi', 'zoning', 'zoo', 'zoombezi', 'zoomed', 'zoozoo', 'zorn', 'zotz', 'zpsqo', 'zq', 'zsg', 'zu', 'zuccini', 'zul', 'zulu', 'zum', 'zumba', 'zune', 'zwarte', 'zx33t1', 'zyrtec', 'zzre1p', 'zzzz', 'zzzzy', 'zzzzzzz', 'zzzzzzzzzzzzzzz', '½000', '½1', '½12', '½13', '½14', '½17', '½2', '½20', '½27', '½300', '½4', '½6', '½80', '½9', '½a', '½anisalovesu', '½being', '½c', '½cia', '½en', '½everybody', '½greed', '½guez', '½h', '½i', '½isï', '½iï', '½jï', '½l', '½ll', '½lle', '½ltermand', '½m', '½mee', '½mme', '½n', '½nadaï', '½ndel', '½ng', '½ngs', '½o', '½rdags', '½re', '½rio', '½rlich', '½s', '½sseldorf', '½sst', '½stupidityï', '½t', '½tearï', '½timo', '½ureo', '½ve', '½why', '½whyyy', '½y', '½you', '½z', '½ï']\n"
     ]
    }
   ],
   "source": [
    "print(vectorizer.get_feature_names())"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
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